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{"sheet":"SVM9","index":1,"n_rows":3802,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 13:09:55 / End time: 05/25/2023 at 13:23:51 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 511508943"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35687240776965246,4.6335938861731645E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36597459606946992,5.073566766502912E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37352688016453367,5.5551431161437501E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.3741005303473493,6.2099090223396179E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36761388363802566,7.03469750339525E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.36069623446069493,7.8547435259175638E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35586871252285152,8.4968324976658974E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34953508354661805,8.8812201414478653E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34211060630713014,9.0635763202321168E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33528314707495449,9.1331832795091827E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32520676288848271,9.0232286564889103E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30754846828153554,8.592082582994591E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28306610228519163,7.7884965065507294E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25663257650822668,6.722098558583893E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23431303601462511,5.6073526940349158E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21853135063985402,4.6102975956285659E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20762362157221206,3.7751726312138294E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19942156526508231,3.0713895179517836E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.368448,0.19273093939670929,2.5308433372339928E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.33418680000000001,0.18576773829981705,2.1983725105542303E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17805904186471674,2.0240823189878861E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17127156124314449,1.9305327278598371E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16578055374771472,1.8740596236233583E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16127038126142584,1.8364687818609195E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15672006773308961,1.8099631284487345E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15212859405850107,1.7924721355958108E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14878160274223062,1.7759560219771296E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14653699999999997,1.7563270525867668E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14480732129798912,1.7352545355230696E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.1432776021937843,1.7146470483050066E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14194132065813511,1.6956190293475618E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14066689963436924,1.6785375580662374E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13940172541133466,1.6636890149504886E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13832281471663613,1.6500641937527118E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.1376116,1.6366908878407353E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13740381755027409,1.623302330952036E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.1378315856489945,1.6094170235167737E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.13920170484460684,1.5944033088535956E-2]
[null,"723",1094,0,1094,0.1023831,0.24405930000000001,0.14183274689213887,1.5786650744606664E-2]
[null,"731.5",1094,0,1094,0.1063345,0.24647939999999999,0.14535121407678239,1.5630317047388577E-2]
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[]
[null,"ROC Curve:"]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
[null,"Accuracy",0.73217550274223031,0.7468085106382979]
[null,"FPR",0.13835376532399302,0.1333333333333333]
[null,"List of support vectors (LOW versus the others):"]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[null,"Total",693,401,1094,74.223034734917732]
[]
[]
[]
[null,"NER",0.5219378427787934,0.54255319148936165]
[]
[null,"Global performance metrics:"]
[]
[null,"Obs11","HIGH","LOW"]
[null,"Obs30","LOW","LOW"]
[null,"Obs39","HIGH","LOW"]
[null,"Obs62","HIGH","HIGH"]
[null,"Obs80","HIGH","HIGH"]
[null,"Obs105","LOW","LOW"]
[null,"Obs126","LOW","LOW"]
[null,"Obs149","LOW","LOW"]
[null,"Obs169","LOW","LOW"]
[null,"Obs181","LOW","LOW"]
[null,"Obs210","HIGH","HIGH"]
[null,"Obs228","HIGH","LOW"]
[null,"Obs249","HIGH","HIGH"]
[null,"Obs255","LOW","LOW"]
[null,"Obs272","LOW","LOW"]
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{"sheet":"SVM8","index":3,"n_rows":3728,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 13:00:37 / End time: 05/25/2023 at 13:09:36 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 611707517"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.57313329999999996,0.35617241151736717,4.5947160494736392E-2]
[null,"408.5",1094,0,1094,0.28149449999999998,0.59211559999999996,0.3651816123400366,5.0211482130110251E-2]
[null,"417",1094,0,1094,0.28552139999999998,0.60821570000000003,0.37267307541133415,5.4899637366122092E-2]
[null,"425.5",1094,0,1094,0.2816515,0.62191620000000003,0.37316679259597818,6.1389246536075782E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.63924910000000001,0.3665465782449725,6.9610298488539099E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.65944429999999998,0.35948307733089618,7.7765329755087639E-2]
[null,"451",1094,0,1094,0.2468883,0.67627689999999996,0.35456105484460682,8.4168198733874031E-2]
[null,"459.5",1094,0,1094,0.2384426,0.68244059999999995,0.34818056179159085,8.802514504349121E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.68063779999999996,0.34072233400365659,8.9828918967254437E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.67752219999999996,0.3338912457952467,9.0493117752961302E-2]
[null,"485",1094,0,1094,0.2166235,0.66729510000000003,0.32388151096892137,8.9421706031452164E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.63969960000000003,0.30632711745886704,8.514884469620855E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.591275,0.28192473043875688,7.7062772098075272E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.52961119999999995,0.25557050566727635,6.6267393996561064E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.46642909999999999,0.23337307404021923,5.4959318804988472E-2]
[null,"527.5",1094,0,1094,0.15368019999999999,0.41484460000000001,0.21773993007312623,4.4844739333386244E-2]
[null,"536",1094,0,1094,0.14554990000000001,0.37712649999999998,0.20695686389396689,3.6407517963467369E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.33988689999999999,0.19884182806215694,2.9349245070521637E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.30502059999999998,0.19221661060329046,2.3982929324110242E-2]
[null,"561.5",1094,0,1094,0.1333762,0.28090270000000001,0.18529489936014595,2.0721229857549331E-2]
[null,"570",1094,0,1094,0.12776799999999999,0.27517760000000002,0.17759735795246831,1.9023720972868721E-2]
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{"sheet":"SVM7","index":5,"n_rows":3777,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 12:51:25 / End time: 05/25/2023 at 12:57:58 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1690979221"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35623968884826279,4.5507743869692724E-2]
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[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37280965466179095,5.433757406105684E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37331556115173659,6.0790504209552593E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36673381654478965,6.9001550654495356E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.6985884,0.35974517568555786,7.7200254416433897E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.709291,0.35488207440585018,8.3644827200669292E-2]
[null,"459.5",1094,0,1094,0.240037,0.71422850000000004,0.34852270365630705,8.7506684773170501E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.71342430000000001,0.34107546343692852,8.9305739156746541E-2]
[null,"476.5",1094,0,1094,0.2263259,0.70903499999999997,0.33425679990859192,8.9983640435995493E-2]
[null,"485",1094,0,1094,0.21945029999999999,0.69722139999999999,0.32424044424131671,8.892817751336371E-2]
[null,"493.5",1094,0,1094,0.20581260000000001,0.67219700000000004,0.30663530466179151,8.4646736880643683E-2]
[null,"502",1094,0,1094,0.18977859999999999,0.63436619999999999,0.282120946343693,7.646919508908781E-2]
[null,"510.5",1094,0,1094,0.17503170000000001,0.58897330000000003,0.25558498939670948,6.5463448985467007E-2]
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[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14629181627056681,1.7264741077286847E-2]
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[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.141667918829982,1.6640460717134972E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14038461060329069,1.6466282098448026E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13911092239488115,1.6315367981362409E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13802426115173691,1.6175248212371277E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.23872879999999999,0.13730522431444239,1.6034884654251336E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.2351558,0.13708918610603282,1.5893234497792983E-2]
[null,"706",1094,0,1094,9.76133E-2,0.23203550000000001,0.1375092302559415,1.5747253765871678E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.22954669999999999,0.13887305996343688,1.5589897278827022E-2]
[null,"723",1094,0,1094,0.1023831,0.2278973,0.14149954670932374,1.5423510180863423E-2]
[null,"731.5",1094,0,1094,0.1063345,0.2268635,0.14501466051188303,1.5256232032699496E-2]
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[null,"748.5",1094,0,1094,0.1095291,0.2222518,0.14792939488117021,1.4944230904061849E-2]
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[null,"765.5",1094,0,1094,0.1086549,0.2174432,0.14702094963436907,1.4777378527026645E-2]
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[null,"782.5",1094,0,1094,0.1062671,0.2155668,0.14460958473491789,1.4684477712179685E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.2144008,0.14333099131627053,1.4636912958906727E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2134741,0.14235927413162711,1.4585993971940847E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.21330950000000001,0.14223865000000019,1.4530903416769382E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2144722,0.14361746837294329,1.4484904963551388E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.2176054,0.1470327975319928,1.4459149803663408E-2]
[null,"833.5",1094,0,1094,0.1134211,0.22076460000000001,0.15038931124314453,1.4434803827045276E-2]
[null,"842",1094,0,1094,0.1151182,0.22239410000000001,0.15206449570383931,1.4410373241148699E-2]
[null,"850.5",1094,0,1094,0.1162323,0.22367339999999999,0.15322511142595976,1.4392735598733398E-2]
[null,"859",1094,0,1094,0.1175223,0.2251206,0.15455914168190121,1.4370659860369466E-2]
[null,"867.5",1094,0,1094,0.1195486,0.22715930000000001,0.15660774140767819,1.4333984718588563E-2]
[null,"876",1094,0,1094,0.12266589999999999,0.23013510000000001,0.15974981800731275,1.4275739414213257E-2]
[null,"884.5",1094,0,1094,0.12667690000000001,0.2338171,0.16380578829981726,1.4190932573984303E-2]
[null,"893",1094,0,1094,0.13127349999999999,0.23793159999999999,0.16846509012797078,1.4089782397382599E-2]
[null,"901.5",1094,0,1094,0.13640550000000001,0.2426082,0.17367117998171863,1.4016001662656399E-2]
[null,"910",1094,0,1094,0.14239060000000001,0.24867549999999999,0.17973584808043891,1.4076485456028126E-2]
[null,"918.5",1094,0,1094,0.15057770000000001,0.25885360000000002,0.18801399140767824,1.4457634998864842E-2]
[null,"927",1094,0,1094,0.16272629999999999,0.27928760000000002,0.20043687294332721,1.5314994535635663E-2]
[null,"935.5",1094,0,1094,0.17929129999999999,0.3072627,0.21777718957952433,1.6639932225073546E-2]
[null,"944",1094,0,1094,0.2015091,0.3442906,0.24152117659963443,1.846974269072859E-2]
[null,"952.5",1094,0,1094,0.22563540000000001,0.38379930000000001,0.26812713665447935,2.0328244411343614E-2]
[null,"961",1094,0,1094,0.24093400000000001,0.4053486,0.28487553455210224,2.1038860623467694E-2]
[null,"969.5",1094,0,1094,0.2471534,0.41076869999999999,0.29183356627056722,2.0852841426049165E-2]
[null,"978",1094,0,1094,0.24784049999999999,0.40801739999999997,0.2932089692870205,2.0321667928866458E-2]
[null,"986.5",1094,0,1094,0.24405750000000001,0.39903660000000002,0.28970606700182816,1.9621388952648696E-2]
[null,"995",1094,0,1094,0.23712030000000001,0.38589289999999998,0.28261456608775171,1.88463609695073E-2]
[null,"1003.5",1094,0,1094,0.2282112,0.37016260000000001,0.2731821990859235,1.8034677893596092E-2]
[null,"1012",1094,0,1094,0.21816379999999999,0.3529428,0.26235205100548392,1.7207760799623686E-2]
[null,"1020.5",1094,0,1094,0.20779990000000001,0.33548790000000001,0.2510570638025586,1.6411623778462194E-2]
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[]
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[null,"1301",470,0,470,0.38989600000000002,0.7118101,0.45118163893617025,3.288890028241391E-2]
[null,"1428.5",470,0,470,1.1503897000000001,1.7191601999999999,1.2907607527659564,7.0316843134091783E-2]
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[null,"1598.5",470,0,470,0.83148390000000005,1.3216938,0.91465739872340424,4.7884109636458408E-2]
[null,"1726",470,0,470,0.79218900000000003,1.2737639000000001,0.87229672531914948,4.7376152728435074E-2]
[null,"1862",470,0,470,0.98071909999999995,1.6044982999999999,1.1144564727659583,7.0624496022070757E-2]
[null,"2006.5",470,0,470,1.4780690999999999,1.9471428,1.6225927453191482,6.7591903177103549E-2]
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[null,"2465.5",470,0,470,1.5929252,1.9809496,1.7293657763829804,6.0994406709909868E-2]
[null,null,"Mean","1","2","3","4","5","6","7","8","9","10"]
[null,"Number of support vectors",728]
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{"sheet":"SVM6","index":7,"n_rows":3729,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 12:40:05 / End time: 05/25/2023 at 12:50:15 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1900935475"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.57313329999999996,0.35792594798903127,4.6436752508125775E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.59211559999999996,0.36711486060329085,5.0749018992886773E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.60821570000000003,0.37472769195612404,5.5467769614490597E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62555919999999998,0.37525287687385767,6.2080354317475335E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.65052920000000003,0.36858400210237652,7.0506684199677927E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.67353609999999997,0.36143265009140785,7.8821009594350885E-2]
[null,"451",1094,0,1094,0.2468883,0.69263889999999995,0.35642635045703858,8.5311244540123982E-2]
[null,"459.5",1094,0,1094,0.2384426,0.70163390000000003,0.34999119881169982,8.9240532238227976E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.70114929999999998,0.34250818820840923,9.1112529928141769E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.69694590000000001,0.33564882468007284,9.1815065326082676E-2]
[null,"485",1094,0,1094,0.2166235,0.68583819999999995,0.32557129186471656,9.0769020225870523E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.65654889999999999,0.3079572744972579,8.6579127743906095E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.60445079999999995,0.28357926279707524,7.8663826029192224E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.53830339999999999,0.25731438692870146,6.8058196074238575E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.47252490000000003,0.23517882614259616,5.6824804666138914E-2]
[null,"527.5",1094,0,1094,0.1487832,0.4159236,0.2195132010054843,4.6580309503451114E-2]
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[]
[]
[null,"Performance metrics (HIGH versus the others):"]
[null,"Specificity",0.90252100840336136,0.8614718614718615]
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[]
[null,"Total",309,161,470,68.085106382978722]
[]
[]
[null,"Cohen's kappa",0.44741950275995462,0.36510509536931973]
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{"sheet":"SVM5","index":9,"n_rows":3753,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 12:30:12 / End time: 05/25/2023 at 12:39:31 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 147463667"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35586025164533758,4.749787918568444E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36486283619744064,5.1967686148061763E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37233444506398516,5.6803684654909932E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37280033281535618,6.3435653725708877E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36613251819012826,7.1811576558945503E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.6985884,0.35900642047531983,8.009169177721448E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.709291,0.35403453400365648,8.6570549088493792E-2]
[null,"459.5",1094,0,1094,0.240037,0.71422850000000004,0.34762655457038383,9.0459680063652445E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.71342430000000001,0.34015475923217575,9.227399457382876E-2]
[null,"476.5",1094,0,1094,0.2263259,0.70903499999999997,0.33330387065813522,9.2935147403090251E-2]
[null,"485",1094,0,1094,0.21945029999999999,0.69722139999999999,0.32326476974405793,9.1806945660148354E-2]
[null,"493.5",1094,0,1094,0.20938580000000001,0.67219700000000004,0.30570563546617946,8.7441451147920665E-2]
[null,"502",1094,0,1094,0.19296940000000001,0.63436619999999999,0.28134769177330871,7.9267204427280899E-2]
[null,"510.5",1094,0,1094,0.17633869999999999,0.58897330000000003,0.25505496782449716,6.8347704476248342E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23291020850091412,5.6865754074621591E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21732726782449721,4.6579011948550936E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20659764936014627,3.7965709767950356E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19852843711151727,3.0652027238719085E-2]
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[null,"1828",1094,0,1094,0.85200739999999997,1.4111269,0.9494396594149912,5.3245536889446082E-2]
[null,"1836.5",1094,0,1094,0.85717180000000004,1.428931,0.95897116124314485,5.4945227357790484E-2]
[null,"1845",1094,0,1094,0.87421649999999995,1.4627258000000001,0.98267878702011002,5.7475205013126959E-2]
[null,"1853.5",1094,0,1094,0.91230049999999996,1.5205624,1.0305245168190127,6.0960222035864889E-2]
[null,"1862",1094,0,1094,0.98071909999999995,1.6044982999999999,1.1120999248628904,6.5093698816173412E-2]
[null,"1870.5",1094,0,1094,1.0959531,1.7158142000000001,1.2432738053016479,6.8614136949372698E-2]
[null,"1879",1094,0,1094,1.2498134000000001,1.875116,1.4088590033820838,6.8680745882154823E-2]
[null,"1887.5",1094,0,1094,1.4058120000000001,2.0010216000000001,1.5792875305301648,6.7001292707198123E-2]
[null,"1896",1094,0,1094,1.5213471999999999,2.0770938000000001,1.7067823617915907,6.986165472989174E-2]
[null,"1904.5",1094,0,1094,1.5864969,2.1147521,1.7795446965265096,7.5719910240248739E-2]
[null,"1913",1094,0,1094,1.6189625000000001,2.1340759,1.8158071626142587,8.0035657250318512E-2]
[null,"1921.5",1094,0,1094,1.6346734000000001,2.1429162000000002,1.8326828166361997,8.2266756893786833E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1423665999999999,1.8344973434186469,8.2230295227526756E-2]
[null,"1938.5",1094,0,1094,1.6299722000000001,2.1370486999999998,1.8245686270566748,8.0421827386472425E-2]
[null,"1947",1094,0,1094,1.6163076000000001,2.1258743,1.8071737669104202,7.7603624144588504E-2]
[null,"1955.5",1094,0,1094,1.5989156,2.1132555000000002,1.7855106934186467,7.4576238010003737E-2]
[null,"1964",1094,0,1094,1.5788096,2.0999165,1.7607792378427791,7.160083996802491E-2]
[null,"1972.5",1094,0,1094,1.5564198,2.0830019000000002,1.7337759736745906,6.8909814753220236E-2]
[null,"1981",1094,0,1094,1.5321762999999999,2.0672019000000001,1.7053150581352841,6.6689675783612096E-2]
[null,"1989.5",1094,0,1094,1.5072905000000001,2.0509553,1.6761279545703831,6.5004799948744862E-2]
[null,"1998",1094,0,1094,1.4824519,2.0326495000000002,1.6473380719378425,6.3839203780219872E-2]
[null,"2006.5",1094,0,1094,1.4590757000000001,2.0142937000000001,1.6200957848263258,6.307385545082568E-2]
[null,"2015",1094,0,1094,1.4381104,1.9957361,1.5950621921389376,6.2532981071552876E-2]
[null,"2023.5",1094,0,1094,1.4196911000000001,1.9768806999999999,1.5726399519195606,6.2064032531272323E-2]
[null,"2032",1094,0,1094,1.4037181000000001,1.9590436,1.5528401142595996,6.1544300515244892E-2]
[null,"2040.5",1094,0,1094,1.3904504,1.9401729999999999,1.5353901264168199,6.0881891154930631E-2]
[null,"2049",1094,0,1094,1.3793508999999999,1.9240991999999999,1.5200386276965265,6.009218085803654E-2]
[null,"2057.5",1094,0,1094,1.3697212999999999,1.9069940999999999,1.5062271289762341,5.9168535815054338E-2]
[null,"2066",1094,0,1094,1.3614222,1.8890537999999999,1.493307186563068,5.8128829873294853E-2]
[null,"2074.5",1094,0,1094,1.3528452,1.8712314000000001,1.4805690961608795,5.7045896847628542E-2]
[null,"2083",1094,0,1094,1.3439699000000001,1.8534961000000001,1.467471511517366,5.5941581087931888E-2]
[null,"2091.5",1094,0,1094,1.3341875000000001,1.8339281000000001,1.4536115984460685,5.4876115109837989E-2]
[null,"2100",1094,0,1094,1.32359,1.8152889000000001,1.4388409549360144,5.3910146367393739E-2]
[null,"2108.5",1094,0,1094,1.3116536999999999,1.8014667,1.4230891460694715,5.3069646939659758E-2]
[null,"2117",1094,0,1094,1.2984381,1.7876723000000001,1.4062880240402191,5.238736321692989E-2]
[null,"2125.5",1094,0,1094,1.2835155,1.773579,1.3881872137111495,5.1924212451681516E-2]
[null,"2134",1094,0,1094,1.2669439,1.7590173,1.3690362943327263,5.1705282594378149E-2]
[null,"2142.5",1094,0,1094,1.2495483000000001,1.7452449999999999,1.349634956489945,5.1690207102631842E-2]
[null,"2151",1094,0,1094,1.2318871,1.7319504999999999,1.3305199899451547,5.1873002011019333E-2]
[null,"2159.5",1094,0,1094,1.2143967,1.7190074,1.3127323277879337,5.2155101640378482E-2]
[null,"2168",1094,0,1094,1.1982759999999999,1.7074975999999999,1.2967617039305284,5.2511265244588053E-2]
[null,"2176.5",1094,0,1094,1.1830398,1.6981249,1.2820732000914079,5.2947593891116168E-2]
[null,"2185",1094,0,1094,1.1690748,1.6895297,1.268847125411334,5.3398686310588001E-2]
[null,"2193.5",1094,0,1094,1.1568973,1.6818666,1.2572949006398508,5.3898702770979981E-2]
[null,"2202",1094,0,1094,1.1464421,1.6752461000000001,1.24759192669104,5.4424031536943272E-2]
[null,"2210.5",1094,0,1094,1.1383767,1.6711594999999999,1.2405086577696516,5.4936849858468674E-2]
[null,"2219",1094,0,1094,1.1334982,1.6693456,1.2369068723034737,5.5404049036837107E-2]
[null,"2227.5",1094,0,1094,1.1334139000000001,1.6698424999999999,1.237633337751368,5.5674498187376048E-2]
[null,"2236",1094,0,1094,1.1400112,1.6746931,1.2443805057586834,5.5570497138883609E-2]
[null,"2244.5",1094,0,1094,1.1555327,1.6820725999999999,1.2592050346435104,5.4876303931376776E-2]
[null,"2253",1094,0,1094,1.1802490999999999,1.6944599,1.2815849984460694,5.3713840022893276E-2]
[null,"2261.5",1094,0,1094,1.2092311,1.7086827,1.3077606558500905,5.2433120168556301E-2]
[null,"2270",1094,0,1094,1.2391146,1.7227113000000001,1.336289735923216,5.1079310511779982E-2]
[null,"2278.5",1094,0,1094,1.2642568000000001,1.7364438,1.3616289343692862,5.0007565826965007E-2]
[null,"2287",1094,0,1094,1.2712890999999999,1.7432072000000001,1.3702468803473493,5.0513732150000726E-2]
[null,"2295.5",1094,0,1094,1.276216,1.7537204,1.3777522162705662,5.1371622536180724E-2]
[null,"2304",1094,0,1094,1.2922701999999999,1.7690101,1.3962974510054842,5.1409525213074216E-2]
[null,"2312.5",1094,0,1094,1.3090074,1.7850912000000001,1.4151133712979886,5.1436040812064418E-2]
[null,"2321",1094,0,1094,1.3193516999999999,1.8033941,1.4275841561243159,5.2053539378120892E-2]
[null,"2329.5",1094,0,1094,1.3251008,1.8182825,1.4363291885740403,5.293786381046206E-2]
[null,"2338",1094,0,1094,1.3314676000000001,1.8321524,1.4455224985374777,5.376496299359667E-2]
[null,"2346.5",1094,0,1094,1.3397421,1.8455534,1.4567304925045721,5.4434604653758246E-2]
[null,"2355",1094,0,1094,1.3504425,1.8615915999999999,1.4700566411334557,5.4922319537073279E-2]
[null,"2363.5",1094,0,1094,1.362546,1.8760349000000001,1.4849382638939665,5.5253973524538751E-2]
[null,"2372",1094,0,1094,1.3752272999999999,1.8908103999999999,1.4998045108775149,5.5494355181986928E-2]
[null,"2448.5",1094,0,1094,1.5424644000000001,2.0128078,1.687450387477146,5.6550515829538732E-2]
[]
[null,"434",470,0,470,0.26911600000000002,0.61459640000000004,0.36762985510638296,6.5172754310516431E-2]
[null,"595.5",470,0,470,0.1190253,0.29756529999999998,0.16204760191489384,1.7853140485284701E-2]
[null,"663.5",470,0,470,0.10057729999999999,0.25150359999999999,0.14129561808510638,1.6476655216428424E-2]
[null,"842",470,0,470,0.1201377,0.22239410000000001,0.15302331808510639,1.4321655441747867E-2]
[null,"884.5",470,0,470,0.13237499999999999,0.23224429999999999,0.16472699297872367,1.4083134808274502E-2]
[null,"1012",470,0,470,0.22566849999999999,0.33848319999999998,0.26325752893617066,1.6922777599225575E-2]
[null,"1190.5",470,0,470,0.40200180000000002,0.59712220000000005,0.44916275531914912,2.5831065388800263E-2]
[null,"1292.5",470,0,470,0.38350699999999999,0.59784780000000004,0.43614084489361726,2.7573233603312916E-2]
[null,"1420",470,0,470,1.1153899,1.7343687000000001,1.2605761921276584,6.599136745646858E-2]
[null,"1462.5",470,0,470,1.1762925,1.7590516,1.310286175106383,6.236561528094179E-2]
[null,"1641",470,0,470,0.77316549999999995,1.1265381999999999,0.84619203829787248,4.1500987693960038E-2]
[null,"1709",470,0,470,0.7817636,1.1319786000000001,0.85362275276595734,4.0658291854028972E-2]
[null,"1870.5",470,0,470,1.0959531,1.7296571999999999,1.2477050559574476,6.8271786883146279E-2]
[null,"1998",470,0,470,1.5041811,2.0425544000000002,1.6532408506382976,6.5004184126545753E-2]
[null,"2057.5",470,0,470,1.3798398000000001,1.918725,1.5111533482978721,6.0335480026242311E-2]
[null,"2159.5",470,0,470,1.2143967,1.6993612,1.3163269595744691,5.2671308123487498E-2]
[null,"2287",470,0,470,1.2743367000000001,1.7446039,1.3738877929787234,5.132950390311735E-2]
[null,"2448.5",470,0,470,1.5634214,2.0244949000000001,1.6925773438297875,5.7842969187871004E-2]
[null,"Cross-validation results:"]
[null,"Number of observations in the training set",1094]
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[null,"Other classes",76,517,593,87.183811129848237]
[]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
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{"sheet":"SVM4","index":11,"n_rows":3725,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 12:23:32 / End time: 05/25/2023 at 12:29:59 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 379989902"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.57313329999999996,0.35703466407678236,4.6216682964604877E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.59211559999999996,0.36597878254113347,5.0497705269597702E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.60821570000000003,0.37337537550274219,5.5219775239828572E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62555919999999998,0.37376186700182862,6.1782219255089831E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.65052920000000003,0.36703156517367452,7.0107032541658315E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.67353609999999997,0.35985902842778766,7.8355430915157995E-2]
[null,"451",1094,0,1094,0.2468883,0.69263889999999995,0.35485464021937885,8.481208646953059E-2]
[null,"459.5",1094,0,1094,0.2384426,0.70163390000000003,0.34843388793418645,8.8699790391614144E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.70114929999999998,0.34095439533820793,9.053713212956746E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.69694590000000001,0.33409313510054828,9.1228366223754423E-2]
[null,"485",1094,0,1094,0.2166235,0.68583819999999995,0.32405432541133489,9.015746455639996E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.65654889999999999,0.30651768135283408,8.589367855830575E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.60445079999999995,0.28220443226691067,7.785043228633802E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.53830339999999999,0.25599325831809888,6.7087272200695242E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.47252490000000003,0.23395016691042053,5.5745002063419404E-2]
[null,"527.5",1094,0,1094,0.1487832,0.4159236,0.21843552925045717,4.5525965449309605E-2]
[null,"536",1094,0,1094,0.1427059,0.37712649999999998,0.20771766133455213,3.6946866104675402E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.34279009999999999,0.19962104616087742,2.9729504950164978E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.3360284,0.19297076307129774,2.4230657859698489E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.32837319999999998,0.18601122742230353,2.0923906384412005E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17829386471663591,1.9246171271381597E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17149475840950618,1.8393151415943988E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16599604771480789,1.7912537402911245E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16147805146252281,1.7609155590585322E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15691069104204752,1.7413050504366125E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15229589972577692,1.7301671646397447E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14893222221206598,1.7184925058641783E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14667961252285222,1.7022911998507983E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14494684067641678,1.6838907321260428E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.14341654817184635,1.6655974404315415E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14208121535648968,1.6488321065432326E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14080801078610602,1.6340346247088026E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13954309634369266,1.6214583576623125E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13846355219378437,1.6100570397070569E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.13775177074954287,1.5988848832942121E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13754257385740407,1.5875671537707251E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.1379655028336377,1.5755882637637771E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.13932442166361969,1.5623437908721711E-2]
[null,"723",1094,0,1094,0.1023831,0.24405930000000001,0.14193718848263265,1.5483136262241202E-2]
[null,"731.5",1094,0,1094,0.1063345,0.24647939999999999,0.14543464643510093,1.5343314260379227E-2]
[null,"740",1094,0,1094,0.1088097,0.24785489999999999,0.14767867577696497,1.5198271762596E-2]
[null,"748.5",1094,0,1094,0.1095291,0.24808659999999999,0.14834002449725764,1.5065120818053999E-2]
[null,"757",1094,0,1094,0.1093928,0.24800630000000001,0.14819532696526505,1.4974059306986332E-2]
[null,"765.5",1094,0,1094,0.1086549,0.24748210000000001,0.1474405244058499,1.4921810083376369E-2]
[null,"774",1094,0,1094,0.1075199,0.2464076,0.14630586307129792,1.4878945282290732E-2]
[null,"782.5",1094,0,1094,0.1062671,0.24518029999999999,0.14504534405850064,1.4837443260860185E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.24408969999999999,0.14377483985374767,1.4792815088935778E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2434827,0.14280798162705668,1.4748700721943975E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.243227,0.14268745036563074,1.4699398945749727E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.14405772093235827,1.4660019111010015E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.24670110000000001,0.14745550840950644,1.4647828163081779E-2]
[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.15079874314442401,1.4639063812862995E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15246857632541119,1.4624171740371847E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.15362533875685563,1.4613286722437401E-2]
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[]
[null,"Confusion matrix for the validation sample (HIGH versus the others):"]
[]
[null,"Precision",0.83136094674556216,0.75]
[null,"Bias",-0.88412233302892174]
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{"sheet":"SVM3","index":13,"n_rows":3781,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 12:14:29 / End time: 05/25/2023 at 12:20:56 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1331104419"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35602328254113302,4.6515588222992184E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36513649926873831,5.0818234417400465E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37272901956124299,5.554979875198883E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37327624926873915,6.2119310870545189E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.3666777013711145,7.0478383144118362E-2]
[null,"442.5",1094,0,1094,0.26086239999999999,0.6985884,0.35963085210237666,7.8798843814227304E-2]
[null,"451",1094,0,1094,0.25574140000000001,0.709291,0.35472978839122465,8.5326991255770715E-2]
[null,"459.5",1094,0,1094,0.2457548,0.71422850000000004,0.34836084378427784,8.925116275240913E-2]
[null,"468",1094,0,1094,0.2372409,0.71342430000000001,0.3409107031078607,9.1094402157125914E-2]
[null,"476.5",1094,0,1094,0.23060020000000001,0.70903499999999997,0.33408632367458901,9.179285172148649E-2]
[null,"485",1094,0,1094,0.22181300000000001,0.69722139999999999,0.32407078345521001,9.0728734643761202E-2]
[null,"493.5",1094,0,1094,0.20873120000000001,0.67219700000000004,0.30648802184643537,8.6420429545175662E-2]
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[null,"1921.5",1094,0,1094,1.6346734000000001,2.1559681999999998,1.8352715712979912,8.2069450066521485E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1557301999999998,1.8371046718464359,8.2038514675683932E-2]
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[null,"Other classes",79,493,572,86.188811188811187]
[]
[]
[]
[null,"Cohen's kappa",0.44379291878224209,0.4507920020773824]
[null,"Binary classifier (LOW versus the others):"]
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{"sheet":"SVM2","index":15,"n_rows":3770,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 12:02:49 / End time: 05/25/2023 at 12:09:46 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1481455237"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35650416453382061,4.6495213489503286E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36552822202925023,5.0843634486170852E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37300297760511908,5.5657698933287598E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37354009808043853,6.2315875565351828E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36706042815356504,7.070753701942567E-2]
[null,"442.5",1094,0,1094,0.26086239999999999,0.6985884,0.36017467897623395,7.9025127376012722E-2]
[null,"451",1094,0,1094,0.25574140000000001,0.709291,0.35539876727605185,8.5547961792136293E-2]
[null,"459.5",1094,0,1094,0.2457548,0.71422850000000004,0.34910248327239501,8.9450421578522399E-2]
[null,"468",1094,0,1094,0.2372409,0.71342430000000001,0.34168752266910457,9.1268387006238974E-2]
[null,"476.5",1094,0,1094,0.23060020000000001,0.70903499999999997,0.33488629159049327,9.1934401415865674E-2]
[null,"485",1094,0,1094,0.22181300000000001,0.69722139999999999,0.32487096188299819,9.0800138423487345E-2]
[null,"493.5",1094,0,1094,0.20873120000000001,0.67219700000000004,0.30722786636197447,8.6388434529397443E-2]
[null,"502",1094,0,1094,0.19296940000000001,0.63436619999999999,0.28263079999999985,7.8097949677780373E-2]
[null,"510.5",1094,0,1094,0.17633869999999999,0.58897330000000003,0.25599793199268728,6.7016296368659078E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.2335190648994514,5.5419520764213324E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21768658318098696,4.5156606432459674E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20680955530164555,3.6728420465922014E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19866375365630698,2.9739448227809558E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.368448,0.19202688226691028,2.4421598331429463E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.33418680000000001,0.18511334451553918,2.1170274066087739E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17744463126142579,1.9465222928188898E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17068356361974429,1.8558650990946116E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.1652067558500914,1.8020993820549738E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16070256499085919,1.7667443509419414E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15616377230347359,1.7427368232539486E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15158645329067649,1.7277340958276273E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14824776956124303,1.7128552392077386E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14600653263254132,1.6940114313402102E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14427637212065794,1.6732196154444691E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.14274345877513706,1.652677563374183E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14140304844606971,1.6338713566126647E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14012489853747739,1.6172087881331204E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.1388570130712978,1.6029993432775416E-2]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[]
[]
[]
[]
[null,"Cohen's kappa",0.44024929069882845,0.43037626016857344]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[]
[]
[null,"Obs7","LOW","LOW"]
[null,"Obs27","LOW","LOW"]
[null,"Obs61","HIGH","HIGH"]
[null,"Obs67","HIGH","LOW"]
[null,"Obs85","LOW","LOW"]
[null,"Obs103","HIGH","LOW"]
[null,"Obs132","HIGH","HIGH"]
[null,"Obs153","LOW","LOW"]
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{"sheet":"SVM1","index":17,"n_rows":3744,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/25/2023 at 11:53:46 / End time: 05/25/2023 at 12:00:45 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1683807558"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35713304853747724,4.5936700071074775E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36618622477148083,5.0129670385150184E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37368763811700229,5.4793767617760336E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37418318400365697,6.1254394204345052E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.3676031415904934,6.9462049438148349E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.36062642422303487,7.7671883570526012E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35577551590493661,8.4126280707971818E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34941958016453378,8.7987166471129793E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34197547979890325,8.9803441467578501E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33516144122486324,9.0493894010857959E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32512778098720291,8.9401017808956845E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30747835338208407,8.5072876934468453E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.2829170764168189,7.6919859930730791E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25635954515539278,6.6004661193858033E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23397072513711167,5.4575563978247726E-2]
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[]
[]
[]
[null,"Performance metrics (HIGH versus the others):"]
[null,"Binary classifier (LOW versus the others):"]
[null,"Number of support vectors",714]
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[]
[null,"from \\ to","LOW","Other classes","Total","% correct"]
[]
[null,"LOW",216,37,253,85.375494071146235]
[]
[null,"Cohen's kappa",0.46731204468106052,0.3966399374872091]
[]
[null,"Number of observations",1094,470]
[null,"LOW",0.85770750988142297,0.67391304347826086,0.75478260869565217,0.5161290322580645,0.4012481886859588]
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{"sheet":"Log(Binary)9","index":19,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 11:43:39 / End time: 05/25/2023 at 11:52:59 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 1512536"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35629393327239456,4.6836062158084703E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36546368226691045,5.1109528946136532E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37305395594149898,5.5829154660955754E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37356912413162741,6.2424161438120122E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36693438665447892,7.0811926594074467E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35984930127970738,7.9131050805073891E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.3548838310786106,8.5644200076505181E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34845861014625223,8.955504470512006E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34100020703839162,9.1388551471394991E-2]
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[null,"1836.5",1094,0,1094,0.85717180000000004,1.428931,0.96005954259597881,5.4696516994045916E-2]
[null,"1845",1094,0,1094,0.87421649999999995,1.4627258000000001,0.98384031179159193,5.7197854214896371E-2]
[null,"1853.5",1094,0,1094,0.91230049999999996,1.5205624,1.0318044653564933,6.0666176090154379E-2]
[null,"1862",1094,0,1094,0.98071909999999995,1.6044982999999999,1.113564354844605,6.4798993796766707E-2]
[null,"1870.5",1094,0,1094,1.0959531,1.7296571999999999,1.2449961822669104,6.837531303669539E-2]
[null,"1879",1094,0,1094,1.2498134000000001,1.8897368999999999,1.4108748648080438,6.8525342238022272E-2]
[null,"1887.5",1094,0,1094,1.4058120000000001,2.0145593000000002,1.5815838683729457,6.6734494512981107E-2]
[null,"1896",1094,0,1094,1.5213471999999999,2.0894129000000001,1.7092888427787944,6.9180801097522268E-2]
[null,"1904.5",1094,0,1094,1.5864969,2.1287493999999998,1.7822140951553942,7.4699710848518647E-2]
[null,"1913",1094,0,1094,1.6189625000000001,2.1481306999999998,1.8185861143510038,7.8883012948095174E-2]
[null,"1921.5",1094,0,1094,1.6346734000000001,2.1559681999999998,1.8355480386654488,8.1059459097347158E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1557301999999998,1.8374050392138941,8.1073063666314074E-2]
[null,"1938.5",1094,0,1094,1.6299722000000001,2.1497771999999999,1.8274736643510072,7.9346744070480174E-2]
[null,"1947",1094,0,1094,1.6163076000000001,2.1389368000000002,1.8100555738574058,7.664380403823054E-2]
[null,"1955.5",1094,0,1094,1.5989156,2.1263702000000002,1.7883595192870203,7.3775467882138429E-2]
[null,"1964",1094,0,1094,1.5788096,2.1109357000000002,1.7635678336380261,7.094274181339591E-2]
[null,"1972.5",1094,0,1094,1.5564198,2.0952324999999998,1.736506773034735,6.8417294504599532E-2]
[null,"1981",1094,0,1094,1.5321762999999999,2.0782440000000002,1.7080014201096883,6.6365933431450988E-2]
[null,"1989.5",1094,0,1094,1.5072905000000001,2.0604453,1.6787754126142616,6.4833004554245788E-2]
[null,"1998",1094,0,1094,1.4824519,2.0425544000000002,1.6499431043875681,6.3784292899446551E-2]
[null,"2006.5",1094,0,1094,1.4590757000000001,2.0246642000000001,1.6226343742230369,6.3099713557744602E-2]
[null,"2015",1094,0,1094,1.4381104,2.0054343000000001,1.5975534058500909,6.2616079761021695E-2]
[null,"2023.5",1094,0,1094,1.4196911000000001,1.9869635999999999,1.5750614896709341,6.2170131284755147E-2]
[null,"2032",1094,0,1094,1.4037181000000001,1.9698888000000001,1.5551997123400374,6.1666409429912028E-2]
[null,"2040.5",1094,0,1094,1.3904504,1.9529392000000001,1.5376729751371108,6.1016987428555214E-2]
[null,"2049",1094,0,1094,1.3793508999999999,1.9363109000000001,1.5222412465265083,6.0233924869291994E-2]
[null,"2057.5",1094,0,1094,1.3697212999999999,1.918725,1.5083542259597813,5.9310743907804483E-2]
[null,"2066",1094,0,1094,1.3614222,1.9010556999999999,1.4953560587751356,5.8275662616114013E-2]
[null,"2074.5",1094,0,1094,1.3528452,1.8820245,1.4825364633455209,5.7193907310959524E-2]
[null,"2083",1094,0,1094,1.3439699000000001,1.8632917,1.4693639585009137,5.6103682803309032E-2]
[null,"2091.5",1094,0,1094,1.3341875000000001,1.8442272,1.4554359966179149,5.5054788628401796E-2]
[null,"2100",1094,0,1094,1.32359,1.8240824,1.4406026504570371,5.4100192263497875E-2]
[null,"2108.5",1094,0,1094,1.3116536999999999,1.8050624,1.42477827285192,5.3271074066869546E-2]
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[null,"2125.5",1094,0,1094,1.2835155,1.773579,1.3897616558500914,5.2129916379091583E-2]
[null,"2134",1094,0,1094,1.2669439,1.7590173,1.3705693946983533,5.1905799203708025E-2]
[null,"2142.5",1094,0,1094,1.2495483000000001,1.7452449999999999,1.3511375618829964,5.1898964637220456E-2]
[null,"2151",1094,0,1094,1.2318871,1.7319504999999999,1.3319952334552105,5.2065932797567792E-2]
[null,"2159.5",1094,0,1094,1.2143967,1.7190074,1.3141810365630713,5.2344821793798693E-2]
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[null,"2227.5",1094,0,1094,1.1334139000000001,1.6698424999999999,1.238994779524681,5.5685518114494563E-2]
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[null,"2244.5",1094,0,1094,1.1555327,1.6820725999999999,1.2605874913162713,5.4929676299550159E-2]
[null,"2253",1094,0,1094,1.1802490999999999,1.6944599,1.2829662457952473,5.3790998993289721E-2]
[null,"2261.5",1094,0,1094,1.2092311,1.7086827,1.3091442702925049,5.2559358758293838E-2]
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[null,"2278.5",1094,0,1094,1.2642568000000001,1.7364438,1.3630075666361974,5.018670569214722E-2]
[null,"2287",1094,0,1094,1.2712890999999999,1.7446039,1.3716441587751382,5.0687466142435272E-2]
[null,"2295.5",1094,0,1094,1.276216,1.7575824,1.3791986706581347,5.1534406508636429E-2]
[null,"2304",1094,0,1094,1.2922701999999999,1.7729862000000001,1.3977520080438743,5.1563620264689691E-2]
[null,"2312.5",1094,0,1094,1.3090074,1.7906561000000001,1.4166003538391247,5.1578696109548954E-2]
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[null,"2329.5",1094,0,1094,1.3251008,1.8217951999999999,1.4379023586837287,5.308988256773714E-2]
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[]
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[null,"850.5",470,0,470,0.1203939,0.25176720000000002,0.15379990957446804,1.5013923180583639E-2]
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[null,"1471",470,0,470,1.1762486999999999,1.6230868000000001,1.2856074699999995,6.1890139830492193E-2]
[null,"1581.5",470,0,470,0.86335779999999995,1.1931769999999999,0.94739283744680824,4.402388073960066E-2]
[null,"1658",470,0,470,0.74594910000000003,1.0666863,0.82811490914893615,4.1727650419513866E-2]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,0.92069723741389164,0.33729196707127085,0.92677723133795098,0.33570176208208724]
[null,"612.5",1,3.5622868496692912,5.9106257102550797E-2,3.6337408826753972,5.6619416777321074E-2]
[null,"723",1,3.1661378856565938,7.5180029001912008E-2,3.2177698173403542,7.2842810406469449E-2]
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[null,"Obs1377","LOW","LOW",4.8759657467061464E-2,0.95124034253293843]
[null,"Obs1403","LOW","HIGH",0.5152218467513483,0.4847781532486517]
[null,"Obs1421","LOW","LOW",3.0849568431837475E-3,0.99691504315681612]
[null,"Obs1457","LOW","LOW",1.6798450714039758E-6,0.99999832015492862]
[null,"Obs1516","LOW","LOW",1.3904581077386628E-4,0.99986095418922616]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96545910950791713]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",177,59,236,0.75]
[null,"LOW",63,171,234,0.73076923076923073]
[null,"Total",240,230,470,0.74042553191489358]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.81055338258728016]

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{"sheet":"Log(Binary)8","index":22,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 11:32:33 / End time: 05/25/2023 at 11:42:46 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 49052724"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.54008089999999997,0.35763962212065842,4.6075416294959433E-2]
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[null,"425.5",1094,0,1094,0.2816515,0.62555919999999998,0.37496419680073134,6.205696277778857E-2]
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[null,"442.5",1094,0,1094,0.25620720000000002,0.67353609999999997,0.36163149698354657,7.9039201403425019E-2]
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[null,"459.5",1094,0,1094,0.2384426,0.70163390000000003,0.3505445421389396,8.9646558898138204E-2]
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[null,"502",1094,0,1094,0.18842700000000001,0.60445079999999995,0.28390902614259589,7.8316841552129812E-2]
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[null,"850.5",1094,0,1094,0.11744640000000001,0.25176720000000002,0.15343460877513718,1.4510587459595091E-2]
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[null,"1675",1094,0,1094,0.74521930000000003,1.1051040000000001,0.82642489460694757,4.0811303638508024E-2]
[null,"1683.5",1094,0,1094,0.75310619999999995,1.1083767,0.83315091709323619,4.0208550603922373E-2]
[null,"1692",1094,0,1094,0.76333070000000003,1.1141776999999999,0.8420689030164541,3.9608624932175658E-2]
[null,"1700.5",1094,0,1094,0.76986449999999995,1.1218448000000001,0.84818189917733078,3.9675166254761536E-2]
[null,"1709",1094,0,1094,0.77370240000000001,1.1319786000000001,0.85242718062157186,4.0343324597405097E-2]
[null,"1717.5",1094,0,1094,0.78054500000000004,1.1455972000000001,0.85960002989031159,4.1109494152788008E-2]
[null,"1726",1094,0,1094,0.79218900000000003,1.1631222000000001,0.87135470630712886,4.1786251093071131E-2]
[null,"1734.5",1094,0,1094,0.80822430000000001,1.1850106,0.88734542769652625,4.2403354774920007E-2]
[null,"1743",1094,0,1094,0.82610700000000004,1.2108395999999999,0.90536586572212041,4.3244357927771301E-2]
[null,"1751.5",1094,0,1094,0.84112690000000001,1.2382325999999999,0.92233573089579501,4.4480324741537743E-2]
[null,"1760",1094,0,1094,0.85410549999999996,1.2645123,0.93832547943327227,4.5716842389660416E-2]
[null,"1768.5",1094,0,1094,0.86587309999999995,1.286476,0.95237885246800713,4.6621302378374647E-2]
[null,"1777",1094,0,1094,0.87157320000000005,1.3009790999999999,0.96001829533820815,4.7448401228371392E-2]
[null,"1785.5",1094,0,1094,0.86983630000000001,1.3074869,0.96019289990859114,4.8309280503176712E-2]
[null,"1794",1094,0,1094,0.86413660000000003,1.3082266,0.95617616343692824,4.9028566207914265E-2]
[null,"1802.5",1094,0,1094,0.85833680000000001,1.306692,0.95163136297989026,4.9522224723548426E-2]
[null,"1811",1094,0,1094,0.85445870000000002,1.3064636000000001,0.94882993327239373,4.991394139686154E-2]
[null,"1819.5",1094,0,1094,0.85221239999999998,1.3099242,0.94808386892138885,5.0507992080493301E-2]
[null,"1828",1094,0,1094,0.85200739999999997,1.3194158,0.95049492166361937,5.1545347036935439E-2]
[null,"1836.5",1094,0,1094,0.85717180000000004,1.3409257999999999,0.96007146864716575,5.3276565704810153E-2]
[null,"1845",1094,0,1094,0.87421649999999995,1.3832388,0.98385529186471676,5.5878254614571611E-2]
[null,"1853.5",1094,0,1094,0.91230049999999996,1.4578542999999999,1.0318216184643514,5.9517741692198818E-2]
[null,"1862",1094,0,1094,0.98071909999999995,1.5709006000000001,1.1135784982632551,6.3930371746143008E-2]
[null,"1870.5",1094,0,1094,1.0959531,1.7296571999999999,1.2449693582266914,6.7959995929937012E-2]
[null,"1879",1094,0,1094,1.2498134000000001,1.8897368999999999,1.4106230681901308,6.8528388298433204E-2]
[null,"1887.5",1094,0,1094,1.4058120000000001,2.0145593000000002,1.5807108709323594,6.6881066779054754E-2]
[null,"1896",1094,0,1094,1.5213471999999999,2.0894129000000001,1.7075484313528349,6.9110894539554088E-2]
[null,"1904.5",1094,0,1094,1.5864969,2.1287493999999998,1.7797382154478971,7.4258988479368904E-2]
[null,"1913",1094,0,1094,1.6189625000000001,2.1481306999999998,1.8156545342778803,7.8168094288707926E-2]
[null,"1921.5",1094,0,1094,1.6346734000000001,2.1559681999999998,1.8323603335466172,8.0202004459613799E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1557301999999998,1.8341773001828146,8.0174074603591647E-2]
[null,"1938.5",1094,0,1094,1.6299722000000001,2.1497771999999999,1.8243499053930514,7.8495185948084051E-2]
[null,"1947",1094,0,1094,1.6163076000000001,2.1389368000000002,1.8071404725776965,7.5893015920014698E-2]
[null,"1955.5",1094,0,1094,1.5989156,2.1263702000000002,1.7856752368372968,7.3116167403248875E-2]
[null,"1964",1094,0,1094,1.5788096,2.1109357000000002,1.7611543508226695,7.0401283518141136E-2]
[null,"1972.5",1094,0,1094,1.5564198,2.0952324999999998,1.7343741495429608,6.7988011007386273E-2]
[null,"1981",1094,0,1094,1.5321762999999999,2.0782440000000002,1.7061198158135278,6.598625757698276E-2]
[null,"1989.5",1094,0,1094,1.5072905000000001,2.0604453,1.6771166821755028,6.4494864134259394E-2]
[null,"1998",1094,0,1094,1.4824519,2.0425544000000002,1.6484820892138943,6.3450701402051321E-2]
[null,"2006.5",1094,0,1094,1.4590757000000001,2.0246642000000001,1.6213566101462524,6.2791083694755487E-2]
[null,"2015",1094,0,1094,1.4381104,2.0054343000000001,1.5964050232175517,6.2283584510534742E-2]
[null,"2023.5",1094,0,1094,1.4196911000000001,1.9869635999999999,1.5740238936928723,6.1816955570761924E-2]
[null,"2032",1094,0,1094,1.4037181000000001,1.9698888000000001,1.5542324239488123,6.128887687192322E-2]
[null,"2040.5",1094,0,1094,1.3904504,1.9529392000000001,1.536768976965267,6.0609604648253289E-2]
[null,"2049",1094,0,1094,1.3793508999999999,1.9363109000000001,1.5213865766910417,5.9792519777904153E-2]
[null,"2057.5",1094,0,1094,1.3697212999999999,1.918725,1.5075222386654483,5.8822937112847626E-2]
[null,"2066",1094,0,1094,1.3614222,1.9010556999999999,1.4945438802559416,5.7749254064454372E-2]
[null,"2074.5",1094,0,1094,1.3528452,1.8820245,1.4817538480804382,5.6617173283548997E-2]
[null,"2083",1094,0,1094,1.3439699000000001,1.8632917,1.4686111308043874,5.5480482593209278E-2]
[null,"2091.5",1094,0,1094,1.3341875000000001,1.8442272,1.4547154473491768,5.4380601652114953E-2]
[null,"2100",1094,0,1094,1.32359,1.8240824,1.4399103137111502,5.3369732485562212E-2]
[null,"2108.5",1094,0,1094,1.3116536999999999,1.8050624,1.4241399911334549,5.2486409845841429E-2]
[null,"2117",1094,0,1094,1.2984381,1.7868841,1.407320076691043,5.1768576165149897E-2]
[null,"2125.5",1094,0,1094,1.2835155,1.7672296000000001,1.3892211568555772,5.1256106008045692E-2]
[null,"2134",1094,0,1094,1.2669439,1.7481469999999999,1.3700925934186483,5.0995070038398406E-2]
[null,"2142.5",1094,0,1094,1.2495483000000001,1.7306092,1.3507103261425968,5.0951464397526854E-2]
[null,"2151",1094,0,1094,1.2318871,1.7135365,1.3316187889396693,5.1089685331434348E-2]
[null,"2159.5",1094,0,1094,1.2143967,1.6993612,1.3138568206581354,5.1352649462078716E-2]
[null,"2168",1094,0,1094,1.1982759999999999,1.6867399999999999,1.2979057365630746,5.1676358003852174E-2]
[null,"2176.5",1094,0,1094,1.1830398,1.6735971000000001,1.2832447451553921,5.2073090687921687E-2]
[null,"2185",1094,0,1094,1.1690748,1.6637926999999999,1.2700438423217553,5.250675705661665E-2]
[null,"2193.5",1094,0,1094,1.1568973,1.6561790000000001,1.2585132055758699,5.2993527485265791E-2]
[null,"2202",1094,0,1094,1.1464421,1.6503832000000001,1.2488257953382094,5.3504527120563992E-2]
[null,"2210.5",1094,0,1094,1.1383767,1.6462425999999999,1.2417679133455217,5.4002031647364432E-2]
[null,"2219",1094,0,1094,1.1334982,1.6455683999999999,1.2381846802559424,5.4472405890656203E-2]
[null,"2227.5",1094,0,1094,1.1334139000000001,1.6487811999999999,1.2389268201096892,5.4770652975767289E-2]
[null,"2236",1094,0,1094,1.1400112,1.6549351000000001,1.2456804942413153,5.4703934743870315E-2]
[null,"2244.5",1094,0,1094,1.1555327,1.6661866999999999,1.2605011137111524,5.4074524278621569E-2]
[null,"2253",1094,0,1094,1.1802490999999999,1.6806312999999999,1.2828420126142601,5.2965411284941817E-2]
[null,"2261.5",1094,0,1094,1.2092311,1.698645,1.3089652453382092,5.1753539698338229E-2]
[null,"2270",1094,0,1094,1.2391146,1.7161466999999999,1.3374226049360141,5.0473921969272632E-2]
[null,"2278.5",1094,0,1094,1.2642568000000001,1.7321312,1.3626933139853759,4.9453356348161323E-2]
[null,"2287",1094,0,1094,1.2712890999999999,1.7446039,1.371339080987203,4.9989661781753576E-2]
[null,"2295.5",1094,0,1094,1.276216,1.7575824,1.3789005127970724,5.0886389899211418E-2]
[null,"2304",1094,0,1094,1.2922701999999999,1.7729862000000001,1.3974349190127948,5.0971642739685873E-2]
[null,"2312.5",1094,0,1094,1.3090074,1.7906561000000001,1.4162455547531998,5.1052088854097087E-2]
[null,"2321",1094,0,1094,1.3193516999999999,1.807428,1.4287455918647158,5.1739753575409268E-2]
[null,"2329.5",1094,0,1094,1.3251008,1.8217951999999999,1.4375444672760509,5.2679799728889816E-2]
[null,"2338",1094,0,1094,1.3314676000000001,1.8369405000000001,1.4467851647166348,5.3570220592743134E-2]
[null,"2372",1094,0,1094,1.3752272999999999,1.8975147999999999,1.5011952700182818,5.5516999658857868E-2]
[]
[null,"400",470,0,470,0.26819520000000002,0.59537969999999996,0.35331204170212777,4.5982561791375408E-2]
[null,"510.5",470,0,470,0.17503170000000001,0.58897330000000003,0.25165592829787259,6.5153445331373711E-2]
[null,"587",470,0,470,0.1182256,0.30424509999999999,0.16513472999999981,1.8992118162303239E-2]
[null,"663.5",470,0,470,9.92643E-2,0.25150359999999999,0.1401246689361702,1.6612707670354443E-2]
[null,"774",470,0,470,0.1075199,0.2166052,0.14570357808510637,1.4835328655723651E-2]
[null,"850.5",470,0,470,0.1162323,0.2246698,0.15307295361702128,1.4480516153518155E-2]
[null,"961",470,0,470,0.24093400000000001,0.44888640000000002,0.28466912127659566,2.2020556790717953E-2]
[null,"1114",470,0,470,0.2074906,0.37506820000000002,0.24790746063829788,1.7883177061959278E-2]
[null,"1207.5",470,0,470,0.38664999999999999,0.67680569999999995,0.44481509212765974,2.8087754303423973E-2]
[null,"1318",470,0,470,0.4349692,0.79430440000000002,0.49798828468085082,3.5761912545200843E-2]
[null,"1394.5",470,0,470,0.87959770000000004,1.509155,1.015746762340425,6.7858269210995859E-2]
[null,"1471",470,0,470,1.1590898999999999,1.7184261000000001,1.2860457885106382,6.3562302614005195E-2]
[null,"1581.5",470,0,470,0.86275040000000003,1.3641748,0.94764280744680873,4.8061329154741837E-2]
[null,"1658",470,0,470,0.74594910000000003,1.2284759000000001,0.82827226638297946,4.5641081845681566E-2]
[null,"1768.5",470,0,470,0.86587309999999995,1.3864169,0.9515015895744684,5.0942067541713307E-2]
[null,"1947",470,0,470,1.6316877999999999,2.1001484000000001,1.8131087702127668,8.0661647157887428E-2]
[null,"2023.5",470,0,470,1.4336120999999999,1.9202988000000001,1.5750045280851055,6.4151681491802309E-2]
[null,"2125.5",470,0,470,1.287344,1.773579,1.3895627023404244,5.430069387067344E-2]
[null,"2202",470,0,470,1.1464421,1.6752461000000001,1.2482908185106381,5.667456288711839E-2]
[null,"2312.5",470,0,470,1.3152845,1.7753298,1.4163411119148925,5.3381907391427084E-2]
[null,"2389",470,0,470,1.4142085,1.8517832000000001,1.5334104661702117,5.7237708591263092E-2]
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[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,0.66298520876328981,0.41550802640271545,0.66826558907291655,0.41365695587390461]
[null,"612.5",1,0.38917164250377612,0.53273514321460347,0.39076531915532087,0.53189739166488825]
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[null,"Obs1403","LOW","LOW",1.2810727996027216E-2,0.98718927200397288]
[null,"Obs1432","HIGH","HIGH",0.99268996779912244,7.3100322008775257E-3]
[null,"Obs1449","LOW","HIGH",0.82807902315904536,0.17192097684095467]
[null,"Obs1480","LOW","LOW",5.8805428367427774E-3,0.99411945716325711]
[null,"Obs1531","LOW","LOW",9.9986776010534493E-3,0.99000132239894656]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97306566795532723]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",174,52,226,0.76991150442477874]
[null,"LOW",52,192,244,0.78688524590163933]
[null,"Total",226,244,470,0.77872340425531916]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84029087480052311]

{"sheet":"XLSTAT_20230525_113224_1_HID","index":23,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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[0,3.4364261168388192E-2]
[0,3.2646048109968948E-2]
[0,3.0927835051549703E-2]
[0,2.9209621993130458E-2]
[0,2.7491408934711213E-2]
[0,2.5773195876291968E-2]
[0,2.4054982817872723E-2]
[0,2.2336769759453479E-2]
[0,2.0618556701034234E-2]
[0,1.8900343642614989E-2]
[0,1.7182130584195744E-2]
[0,1.5463917525776499E-2]
[0,1.3745704467357255E-2]
[0,1.202749140893801E-2]
[0,1.0309278350518765E-2]
[0,8.5910652920995201E-3]
[0,6.8728522336802761E-3]
[0,5.1546391752610322E-3]
[0,3.4364261168417882E-3]
[0,1.7182130584225443E-3]
[0,3.3003114130458755E-15]

{"sheet":"Log(Binary)7","index":25,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 11:21:23 / End time: 05/25/2023 at 11:31:05 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 746815443"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.2748681,0.59537969999999996,0.35670033007312624,4.7420714291946282E-2]
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[null,"417",1094,0,1094,0.28429500000000002,0.64755589999999996,0.37329516882998159,5.6590322023512385E-2]
[null,"425.5",1094,0,1094,0.2816515,0.66782149999999996,0.37377453318098752,6.3205392787765435E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.68508599999999997,0.36710856901279681,7.1592369628935601E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.3599894499085925,7.9893050105289895E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35502954287020094,8.641018148664005E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34863018628884851,9.0350354372567318E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34115515639853744,9.2195646293143585E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33429946718464337,9.2876933675508408E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32427125740402191,9.1827058282957716E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30672807157221238,8.7573389010668828E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28237373053016435,7.946517053501552E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25608230575868346,6.8576839058648059E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.54249389999999997,0.23392508455210237,5.7096225600089985E-2]
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[null,"553",1094,0,1094,0.13730729999999999,0.368448,0.19249156234003637,2.5050876546888614E-2]
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[null,"672",1094,0,1094,9.9865700000000002E-2,0.24700349999999999,0.13887349323583176,1.6120263357273089E-2]
[null,"680.5",1094,0,1094,9.90732E-2,0.24270520000000001,0.13779323601462515,1.5998375323388787E-2]
[null,"689",1094,0,1094,9.8674100000000001E-2,0.24129929999999999,0.13708172797074955,1.5882521166905601E-2]
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[null,"833.5",1094,0,1094,0.1146707,0.24937110000000001,0.15025362230347367,1.4617297993446641E-2]
[null,"842",1094,0,1094,0.11634559999999999,0.25076619999999999,0.15193258528336376,1.4611118382157885E-2]
[null,"850.5",1094,0,1094,0.11744640000000001,0.25176720000000002,0.1530964472577695,1.4605735613649017E-2]
[null,"859",1094,0,1094,0.1187353,0.25289669999999997,0.15443268171846439,1.4595096909155577E-2]
[null,"867.5",1094,0,1094,0.1207831,0.25457269999999999,0.15648173948811706,1.4572122663745362E-2]
[null,"876",1094,0,1094,0.12396160000000001,0.25712180000000001,0.15962227659963449,1.45309339533751E-2]
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[null,"1539",1094,0,1094,0.95042890000000002,1.4980659000000001,1.0466275612431462,5.3510430431019856E-2]
[null,"1547.5",1094,0,1094,0.93022939999999998,1.4687337,1.024003168829982,5.1760216613395138E-2]
[null,"1556",1094,0,1094,0.91194269999999999,1.4401280000000001,1.0032466245886653,5.0074446157151349E-2]
[null,"1564.5",1094,0,1094,0.89497749999999998,1.4130895999999999,0.98396275676416811,4.8532321591174613E-2]
[null,"1573",1094,0,1094,0.87876080000000001,1.3878368000000001,0.96577213893967073,4.720213896328531E-2]
[null,"1581.5",1094,0,1094,0.86275040000000003,1.3641748,0.94810368610603291,4.6139313610503822E-2]
[null,"1590",1094,0,1094,0.84590370000000004,1.3421392000000001,0.93051917925045746,4.5385811937275422E-2]
[null,"1598.5",1094,0,1094,0.82874669999999995,1.3216938,0.9132431787020111,4.4894428480008679E-2]
[null,"1607",1094,0,1094,0.8124865,1.3031539999999999,0.89686317468007426,4.4574596739475746E-2]
[null,"1615.5",1094,0,1094,0.79733180000000003,1.2862401000000001,0.88155002989031084,4.4350083384704565E-2]
[null,"1624",1094,0,1094,0.78358030000000001,1.2706659,0.86753910374771592,4.4179915580864725E-2]
[null,"1632.5",1094,0,1094,0.77154149999999999,1.2572432,0.85520095676416741,4.4049832990989093E-2]
[null,"1641",1094,0,1094,0.76118649999999999,1.2456720999999999,0.84455927010969001,4.395296204210699E-2]
[null,"1649.5",1094,0,1094,0.75261809999999996,1.2360651,0.8356850753199262,4.3893317289217526E-2]
[null,"1658",1094,0,1094,0.74594910000000003,1.2284759000000001,0.8287433712065817,4.3851310418699427E-2]
[null,"1666.5",1094,0,1094,0.7424326,1.2236123999999999,0.82490652861060221,4.3762813083130972E-2]
[null,"1675",1094,0,1094,0.74397979999999997,1.2224790999999999,0.82599391480804385,4.3475046635198397E-2]
[null,"1683.5",1094,0,1094,0.75131179999999997,1.2250364,0.83272209926873986,4.2862827150475249E-2]
[null,"1692",1094,0,1094,0.76081600000000005,1.2300663000000001,0.84164574177330853,4.2258815493585296E-2]
[null,"1700.5",1094,0,1094,0.7672715,1.2365644,0.84776164186471725,4.2329496978789918E-2]
[null,"1709",1094,0,1094,0.77160189999999995,1.2450957,0.85201078893967097,4.300628734431864E-2]
[null,"1717.5",1094,0,1094,0.77890539999999997,1.2572426000000001,0.85918808976233974,4.3783154638718902E-2]
[null,"1726",1094,0,1094,0.79081679999999999,1.2737639000000001,0.87094858564899424,4.4472070273579162E-2]
[null,"1734.5",1094,0,1094,0.80701040000000002,1.294432,0.88694304405850144,4.5104628387848858E-2]
[null,"1743",1094,0,1094,0.82523950000000001,1.3182859,0.9049657304387565,4.5965389414186049E-2]
[null,"1751.5",1094,0,1094,0.84085359999999998,1.3432584999999999,0.92193970137111514,4.7226557875617386E-2]
[null,"1760",1094,0,1094,0.85410549999999996,1.366832,0.93793455429616046,4.8479848268523106E-2]
[null,"1768.5",1094,0,1094,0.86587309999999995,1.3864169,0.95199387404021962,4.93938856439246E-2]
[null,"1777",1094,0,1094,0.87157320000000005,1.398914,0.9596377858318097,5.0225480271006907E-2]
[null,"1785.5",1094,0,1094,0.86983630000000001,1.4040667,0.95981678921389291,5.1084495853050388E-2]
[null,"1794",1094,0,1094,0.86413660000000003,1.4040722999999999,0.95580413400365571,5.1794698982214095E-2]
[null,"1802.5",1094,0,1094,0.85833680000000001,1.4020195,0.95126021645338266,5.2275540233580955E-2]
[null,"1811",1094,0,1094,0.85445870000000002,1.4012032999999999,0.94846174963436714,5.2655090071670414E-2]
[null,"1819.5",1094,0,1094,0.85221239999999998,1.4034464,0.94771742586837204,5.3238532256495975E-2]
[null,"1828",1094,0,1094,0.85200739999999997,1.4111269,0.95013306115173668,5.4273163327814844E-2]
[null,"1836.5",1094,0,1094,0.85717180000000004,1.428931,0.95971317641681997,5.5997728558466596E-2]
[null,"1845",1094,0,1094,0.87421649999999995,1.4627258000000001,0.98350076243144446,5.8571509885249499E-2]
[null,"1853.5",1094,0,1094,0.91230049999999996,1.5205624,1.0314723674588662,6.2154859146809002E-2]
[null,"1862",1094,0,1094,0.98071909999999995,1.6044982999999999,1.1132362015539288,6.6446502623817613E-2]
[null,"1870.5",1094,0,1094,1.0959531,1.7296571999999999,1.2446642128884813,7.0187506824669288E-2]
[null,"1879",1094,0,1094,1.2498134000000001,1.8897368999999999,1.4104831815356473,7.0419943960517387E-2]
[null,"1887.5",1094,0,1094,1.4058120000000001,2.0145593000000002,1.5810099073126131,6.8684799599717017E-2]
[null,"1896",1094,0,1094,1.5213471999999999,2.0894129000000001,1.7084393604204753,7.1171403870998601E-2]
[null,"1904.5",1094,0,1094,1.5864969,2.1287493999999998,1.7811122865630717,7.6672744713829483E-2]
[null,"1913",1094,0,1094,1.6189625000000001,2.1481306999999998,1.8173091700182811,8.0789908124682661E-2]
[null,"1921.5",1094,0,1094,1.6346734000000001,2.1559681999999998,1.8341626889396718,8.2915417073649439E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1557301999999998,1.8359727972577677,8.2877267005289121E-2]
[null,"1938.5",1094,0,1094,1.6299722000000001,2.1497771999999999,1.8260542071298003,8.1121053538098065E-2]
[null,"1947",1094,0,1094,1.6163076000000001,2.1389368000000002,1.8086864790676427,7.8420676067735451E-2]
[null,"1955.5",1094,0,1094,1.5989156,2.1263702000000002,1.7870449925045699,7.5536115319957964E-2]
[null,"1964",1094,0,1094,1.5788096,2.1109357000000002,1.7623337519195608,7.2692790376470057E-2]
[null,"1972.5",1094,0,1094,1.5564198,2.0952324999999998,1.7353499946983557,7.0174920853647529E-2]
[null,"1981",1094,0,1094,1.5321762999999999,2.0782440000000002,1.7069054598720312,6.8106952853478578E-2]
[null,"1989.5",1094,0,1094,1.5072905000000001,2.0604453,1.6777456038391227,6.6573821916449713E-2]
[null,"1998",1094,0,1094,1.4824519,2.0425544000000002,1.6489609259597808,6.5517268444209645E-2]
[null,"2006.5",1094,0,1094,1.4590757000000001,2.0246642000000001,1.62171318226691,6.4844018453798224E-2]
[null,"2015",1094,0,1094,1.4381104,2.0054343000000001,1.5966591406764179,6.4351421219487046E-2]
[null,"2023.5",1094,0,1094,1.4196911000000001,1.9869635999999999,1.574205004936013,6.3903608111279472E-2]
[null,"2032",1094,0,1094,1.4037181000000001,1.9698888000000001,1.5543674659963456,6.3395909829105757E-2]
[null,"2040.5",1094,0,1094,1.3904504,1.9529392000000001,1.5368654944241331,6.2732510867103769E-2]
[null,"2049",1094,0,1094,1.3793508999999999,1.9363109000000001,1.5214656193784282,6.1943867996122351E-2]
[null,"2057.5",1094,0,1094,1.3697212999999999,1.918725,1.5075899787020117,6.1001101733696703E-2]
[null,"2066",1094,0,1094,1.3614222,1.9010556999999999,1.4946013719378446,5.9933407069285939E-2]
[null,"2074.5",1094,0,1094,1.3528452,1.8820245,1.4817982433272416,5.8832389188998711E-2]
[null,"2083",1094,0,1094,1.3439699000000001,1.8632917,1.4686406793418649,5.7711613169128824E-2]
[null,"2091.5",1094,0,1094,1.3341875000000001,1.8442272,1.4547268063985401,5.6639056536221574E-2]
[null,"2100",1094,0,1094,1.32359,1.8240824,1.4399037856489942,5.5648373053926323E-2]
[null,"2108.5",1094,0,1094,1.3116536999999999,1.8050624,1.4241053765082281,5.4794790780875277E-2]
[null,"2117",1094,0,1094,1.2984381,1.7876723000000001,1.4072586352833627,5.4099221917595024E-2]
[null,"2125.5",1094,0,1094,1.2835155,1.773579,1.3891381799817191,5.3621964108358171E-2]
[null,"2134",1094,0,1094,1.2669439,1.7590173,1.3699799465265092,5.3398695662078208E-2]
[null,"2142.5",1094,0,1094,1.2495483000000001,1.7452449999999999,1.3505739972577691,5.3383531133520075E-2]
[null,"2151",1094,0,1094,1.2318871,1.7319504999999999,1.3314523215722094,5.3544674496096574E-2]
[null,"2159.5",1094,0,1094,1.2143967,1.7190074,1.3136642370201104,5.3823123494815987E-2]
[null,"2168",1094,0,1094,1.1982759999999999,1.7074975999999999,1.2977042526508227,5.4166005295231481E-2]
[null,"2176.5",1094,0,1094,1.1830398,1.6981249,1.2830293740402201,5.4579335583649698E-2]
[null,"2185",1094,0,1094,1.1690748,1.6895297,1.2698163463436933,5.5008253642694301E-2]
[null,"2193.5",1094,0,1094,1.1568973,1.6818666,1.2582777729433265,5.5488400447618526E-2]
[null,"2202",1094,0,1094,1.1464421,1.6752461000000001,1.2485839581352822,5.5998867242046647E-2]
[null,"2210.5",1094,0,1094,1.1383767,1.6711594999999999,1.2415153793418627,5.6499646560558774E-2]
[null,"2219",1094,0,1094,1.1334982,1.6693456,1.2379188705667239,5.6951418699949512E-2]
[null,"2227.5",1094,0,1094,1.1334139000000001,1.6698424999999999,1.2386553260511892,5.722795393642368E-2]
[null,"2236",1094,0,1094,1.1400112,1.6746931,1.2454150097806198,5.7135298699614097E-2]
[null,"2244.5",1094,0,1094,1.1555327,1.6820725999999999,1.2602379933272403,5.6462644737210979E-2]
[null,"2253",1094,0,1094,1.1802490999999999,1.6944599,1.2825941370201079,5.5314257141728593E-2]
[null,"2261.5",1094,0,1094,1.2092311,1.7086827,1.308742026965265,5.4057215635487967E-2]
[null,"2270",1094,0,1094,1.2391146,1.7227113000000001,1.3372384847349177,5.271040746247712E-2]
[null,"2278.5",1094,0,1094,1.2642568000000001,1.7364438,1.3625543387568542,5.1641103976290008E-2]
[null,"2287",1094,0,1094,1.2712890999999999,1.7446039,1.371209671572212,5.2195052708529026E-2]
[null,"2295.5",1094,0,1094,1.276216,1.7575824,1.3787636568555783,5.3064214896553337E-2]
[null,"2304",1094,0,1094,1.2922701999999999,1.7729862000000001,1.397308247714808,5.3110785234990909E-2]
[null,"2312.5",1094,0,1094,1.3090074,1.7906561000000001,1.4161427368372952,5.3133376179771576E-2]
[null,"2321",1094,0,1094,1.3193516999999999,1.807428,1.4286690019195629,5.3780164182785604E-2]
[null,"2329.5",1094,0,1094,1.3251008,1.8217951999999999,1.4374467427787938,5.4675141739091146E-2]
[null,"2338",1094,0,1094,1.3314676000000001,1.8369405000000001,1.4467015989945167,5.5537318831760434E-2]
[null,"2372",1094,0,1094,1.3752272999999999,1.8975147999999999,1.5011474483546616,5.7294842547780771E-2]
[]
[null,"400",470,0,470,0.26819520000000002,0.52086849999999996,0.35549839382978671,4.2818007742297687E-2]
[null,"510.5",470,0,470,0.17633869999999999,0.48251129999999998,0.25418825234042558,6.1492869219340655E-2]
[null,"587",470,0,470,0.1182256,0.24054059999999999,0.16586864063829782,1.7790646859175068E-2]
[null,"663.5",470,0,470,9.92643E-2,0.20687230000000001,0.14094767425531912,1.6196769077157336E-2]
[null,"774",470,0,470,0.1075199,0.21521570000000001,0.14651044531914875,1.4560951087915167E-2]
[null,"850.5",470,0,470,0.1162323,0.22367339999999999,0.15386007851063827,1.4244716929653423E-2]
[null,"961",470,0,470,0.24093400000000001,0.38896029999999998,0.2854747234042555,2.0339060632098227E-2]
[null,"1114",470,0,470,0.2074906,0.32946940000000002,0.24871065340425555,1.6724790863500396E-2]
[null,"1207.5",470,0,470,0.38664999999999999,0.57937000000000005,0.44585626127659561,2.4993616216235418E-2]
[null,"1318",470,0,470,0.43864209999999998,0.68127479999999996,0.49888980765957447,3.2063004542256211E-2]
[null,"1394.5",470,0,470,0.90208010000000005,1.3975047,1.0167351691489357,6.225540439498526E-2]
[null,"1471",470,0,470,1.1762486999999999,1.6231660999999999,1.2870037546808519,5.7588500225015292E-2]
[null,"1581.5",470,0,470,0.86508269999999998,1.2045172,0.94869079361702113,4.1347862482308123E-2]
[null,"1658",470,0,470,0.74798120000000001,1.0703191000000001,0.82928579893616994,3.9373600259279634E-2]
[null,"1768.5",470,0,470,0.87511380000000005,1.2351083,0.95239768829787208,4.4442314461270144E-2]
[null,"1947",470,0,470,1.6416777,2.0419559,1.8095101934042561,7.4978538546358872E-2]
[null,"2023.5",470,0,470,1.4396831999999999,1.8795816999999999,1.5745829627659571,5.9200022660365975E-2]
[null,"2125.5",470,0,470,1.2933697,1.6710351999999999,1.3897558442553193,4.8683908652734587E-2]
[null,"2202",470,0,470,1.1550809,1.5670097999999999,1.2488537331914884,5.0750453592148095E-2]
[null,"2312.5",470,0,470,1.3185167,1.7020664999999999,1.416580437021276,4.8416493724516479E-2]
[null,"2389",470,0,470,1.4208890000000001,1.8482584,1.533412624468085,5.3242518434937852E-2]
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[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,3.0635741338120903,8.0065376366354801E-2,3.1324794981060222,7.6746931573360211E-2]
[null,"612.5",1,4.1995611231075885E-3,0.94833003997748178,4.1986351789091714E-3,0.94833572857288184]
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[null,"1063",1,10.327122942120971,1.3108938940958881E-3,11.079780547166706,8.7274128673187068E-4]
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[null,"Obs1433","HIGH","HIGH",0.50325803926853152,0.49674196073146853]
[null,"Obs1468","LOW","LOW",1.6124928993768015E-4,0.99983875071006234]
[null,"Obs1498","LOW","LOW",3.518976890478229E-5,0.99996481023109518]
[null,"Obs1539","LOW","LOW",3.141645300399338E-3,0.9968583546996006]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96506341229959158]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",177,64,241,0.73443983402489632]
[null,"LOW",48,181,229,0.79039301310043664]
[null,"Total",225,245,470,0.76170212765957446]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84156263023428657]

{"sheet":"XLSTAT_20230525_112119_1_HID","index":26,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)6","index":28,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 10:57:18 / End time: 05/25/2023 at 11:06:51 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 1229301251"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.3574119957952468,4.6584401920295816E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36653089542961603,5.0944787922054771E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37411883884826314,5.5752899241987459E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37476373007312608,6.2387038387432238E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36836854899451577,7.0778399469825226E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.6985884,0.36152441060329094,7.9098597124231937E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.709291,0.35676064204753177,8.5631000566336019E-2]
[null,"459.5",1094,0,1094,0.240037,0.71422850000000004,0.35046782358318129,8.9573796803337935E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.71342430000000001,0.34305004780621573,9.1431986218969807E-2]
[null,"476.5",1094,0,1094,0.2263259,0.70903499999999997,0.33622588180987228,9.213738356691685E-2]
[null,"485",1094,0,1094,0.21945029999999999,0.69722139999999999,0.32616662440584998,9.1113539841817651E-2]
[null,"493.5",1094,0,1094,0.20581260000000001,0.67219700000000004,0.3084833310786112,8.6883226821127368E-2]
[null,"502",1094,0,1094,0.18977859999999999,0.63436619999999999,0.28384807458866523,7.8763913541592026E-2]
[null,"510.5",1094,0,1094,0.17503170000000001,0.58897330000000003,0.25714295612431443,6.7805132050291567E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23454670996343688,5.6279467310849825E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21858849122486304,4.6036576785811863E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20761481462522846,3.7559602898504907E-2]
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[null,"1828",1094,0,1094,0.85200739999999997,1.3194158,0.95143067495429712,5.3590641058140868E-2]
[null,"1836.5",1094,0,1094,0.85717180000000004,1.3409257999999999,0.96102573098720201,5.5359549955163144E-2]
[null,"1845",1094,0,1094,0.87421649999999995,1.3832388,0.98483152047532097,5.8015318417082899E-2]
[null,"1853.5",1094,0,1094,0.91230049999999996,1.4578542999999999,1.0328300305301641,6.1741569405710066E-2]
[null,"1862",1094,0,1094,0.98071909999999995,1.5709006000000001,1.1146187038391226,6.6264079538202597E-2]
[null,"1870.5",1094,0,1094,1.0959531,1.7296571999999999,1.2460482849177319,7.0405695157235562E-2]
[null,"1879",1094,0,1094,1.2498134000000001,1.8897368999999999,1.4117830170018286,7.1060954972452947E-2]
[null,"1887.5",1094,0,1094,1.4058120000000001,2.0145593000000002,1.5821115543875688,6.9453167031979735E-2]
[null,"1896",1094,0,1094,1.5213471999999999,2.0894129000000001,1.7093072724862912,7.1686225299420994E-2]
[null,"1904.5",1094,0,1094,1.5864969,2.1287493999999998,1.7818300979890307,7.6936086598798331E-2]
[null,"1913",1094,0,1094,1.6189625000000001,2.1481306999999998,1.817962779341862,8.0963350820466226E-2]
[null,"1921.5",1094,0,1094,1.6346734000000001,2.1559681999999998,1.8347915967093249,8.306460801813946E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1557301999999998,1.8366289216636218,8.3038270495138733E-2]
[null,"1938.5",1094,0,1094,1.6299722000000001,2.1497771999999999,1.8267437030164531,8.1322841973418186E-2]
[null,"1947",1094,0,1094,1.6163076000000001,2.1389368000000002,1.809434731627058,7.8671894283095511E-2]
[null,"1955.5",1094,0,1094,1.5989156,2.1263702000000002,1.7878845705667277,7.5852463894667863E-2]
[null,"1964",1094,0,1094,1.5788096,2.1109357000000002,1.7632529500000023,7.3104349913188732E-2]
[null,"1972.5",1094,0,1094,1.5564198,2.0952324999999998,1.7363526485374783,7.0644773741081135E-2]
[null,"1981",1094,0,1094,1.5321762999999999,2.0782440000000002,1.707987167001829,6.8635309192545277E-2]
[null,"1989.5",1094,0,1094,1.5072905000000001,2.0604453,1.6788851460694671,6.7132309110989247E-2]
[null,"1998",1094,0,1094,1.4824519,2.0425544000000002,1.6501779204753204,6.6091911374803247E-2]
[null,"2006.5",1094,0,1094,1.4590757000000001,2.0246642000000001,1.6229777528336362,6.5418315551990805E-2]
[null,"2015",1094,0,1094,1.4381104,2.0054343000000001,1.5979685259597793,6.4903663662441047E-2]
[null,"2023.5",1094,0,1094,1.4196911000000001,1.9869635999999999,1.575539666361975,6.4420282272209806E-2]
[null,"2032",1094,0,1094,1.4037181000000001,1.9698888000000001,1.5557072537477168,6.3862880419830584E-2]
[null,"2040.5",1094,0,1094,1.3904504,1.9529392000000001,1.5382159493601453,6.3162802873723917E-2]
[null,"2049",1094,0,1094,1.3793508999999999,1.9363109000000001,1.5228121072212075,6.2319137448144768E-2]
[null,"2057.5",1094,0,1094,1.3697212999999999,1.918725,1.5089331680073135,6.132696148173946E-2]
[null,"2066",1094,0,1094,1.3614222,1.9010556999999999,1.4959349002742244,6.0220527266676073E-2]
[null,"2074.5",1094,0,1094,1.3528452,1.8820245,1.4831264292504576,5.9053959512137426E-2]
[null,"2083",1094,0,1094,1.3439699000000001,1.8632917,1.4699515499999991,5.7880487960077075E-2]
[null,"2091.5",1094,0,1094,1.3341875000000001,1.8442272,1.4560304816270571,5.6756671216329144E-2]
[null,"2100",1094,0,1094,1.32359,1.8240824,1.4412015329067649,5.5715920688112187E-2]
[null,"2108.5",1094,0,1094,1.3116536999999999,1.8050624,1.4254008085923209,5.4801371533709287E-2]
[null,"2117",1094,0,1094,1.2984381,1.7868841,1.4085603959780615,5.4058014473276357E-2]
[null,"2125.5",1094,0,1094,1.2835155,1.7672296000000001,1.3904387634369262,5.3532660020885907E-2]
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[null,"2142.5",1094,0,1094,1.2495483000000001,1.7306092,1.3518774820840977,5.3211144909098992E-2]
[null,"2151",1094,0,1094,1.2318871,1.7135365,1.3327598701096921,5.3339766597633634E-2]
[null,"2159.5",1094,0,1094,1.2143967,1.6993612,1.3149780710237657,5.3590009557119643E-2]
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[null,"2210.5",1094,0,1094,1.1383767,1.6462425999999999,1.2428400449725765,5.6260394944568803E-2]
[null,"2219",1094,0,1094,1.1334982,1.6455683999999999,1.2392516384826298,5.6732039838793887E-2]
[null,"2227.5",1094,0,1094,1.1334139000000001,1.6487811999999999,1.2399821537477143,5.7026334414099107E-2]
[null,"2236",1094,0,1094,1.1400112,1.6549351000000001,1.2467341074954295,5.6956741814430396E-2]
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[null,"2261.5",1094,0,1094,1.2092311,1.698645,1.3100191971663637,5.3956145644880743E-2]
[null,"2270",1094,0,1094,1.2391146,1.7161466999999999,1.3384873276965235,5.2665742458495368E-2]
[null,"2278.5",1094,0,1094,1.2642568000000001,1.7321312,1.3637779468921398,5.1630011564682894E-2]
[null,"2287",1094,0,1094,1.2712890999999999,1.7446039,1.3724508781535629,5.2192881955052534E-2]
[null,"2295.5",1094,0,1094,1.276216,1.7575824,1.3800175351005477,5.3108917701384782E-2]
[null,"2304",1094,0,1094,1.2922701999999999,1.7729862000000001,1.3985612079524661,5.3199351793787486E-2]
[null,"2312.5",1094,0,1094,1.3090074,1.7906561000000001,1.4173831460694715,5.3266400760120694E-2]
[null,"2321",1094,0,1094,1.3193516999999999,1.807428,1.4299091260511902,5.3973640121500625E-2]
[null,"2329.5",1094,0,1094,1.3251008,1.8217951999999999,1.4387126095978058,5.4945015260194761E-2]
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[]
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[null,"774",470,0,470,0.1120737,0.2166052,0.14526609085106407,1.3957458804079333E-2]
[null,"850.5",470,0,470,0.12035990000000001,0.2246698,0.15262357574468091,1.3804905637786691E-2]
[null,"961",470,0,470,0.24093400000000001,0.44888640000000002,0.28391020872340444,2.0879405875906077E-2]
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[null,"1207.5",470,0,470,0.38847799999999999,0.67680569999999995,0.44390328617021285,2.633459535265624E-2]
[null,"1318",470,0,470,0.4374883,0.79430440000000002,0.49672924808510643,3.3433026412903084E-2]
[null,"1394.5",470,0,470,0.90208010000000005,1.509155,1.013410847446808,6.2374862633399059E-2]
[null,"1471",470,0,470,1.1762486999999999,1.7184261000000001,1.2833382444680841,5.7613340514450072E-2]
[null,"1581.5",470,0,470,0.86275040000000003,1.3641748,0.94573949382978695,4.3804064266112455E-2]
[null,"1658",470,0,470,0.74594910000000003,1.2284759000000001,0.82653869446808503,4.1818611880091221E-2]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,2.448290715646114,0.11765292175073816,2.4690962647208607,0.11610466469779046]
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[null,"Obs1432","HIGH","HIGH",0.76922075844075066,0.23077924155924923]
[null,"Obs1449","LOW","LOW",6.4119378722885187E-2,0.93588062127711491]
[null,"Obs1471","LOW","LOW",2.7965660664194283E-2,0.97203433933580574]
[null,"Obs1520","LOW","LOW",0.40617174143229101,0.59382825856770893]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96744386090474566]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",171,60,231,0.74025974025974028]
[null,"LOW",56,183,239,0.76569037656903771]
[null,"Total",227,243,470,0.7531914893617021]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83567896538607955]

{"sheet":"XLSTAT_20230525_105712_1_HID","index":29,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)5","index":31,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 10:44:37 / End time: 05/25/2023 at 10:55:14 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 762393865"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.59537969999999996,0.3574472514625231,4.7165691386602711E-2]
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[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.36212804113345465,8.0688812614550409E-2]
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[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.35125709213893924,9.1343970740425898E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34387701946983584,9.3216708300451326E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33708567431444242,9.3911134997801654E-2]
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[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.284547956032907,8.0147023799695905E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25766372586837233,6.8966681517672102E-2]
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[null,"638",1094,0,1094,0.10582320000000001,0.26595390000000002,0.14432357614259597,1.6682613041588492E-2]
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[null,"680.5",1094,0,1094,9.9807099999999996E-2,0.24270520000000001,0.1378787279707494,1.5977746772842975E-2]
[null,"689",1094,0,1094,9.9248400000000001E-2,0.24129929999999999,0.13717276279707477,1.5867984175647065E-2]
[null,"697.5",1094,0,1094,9.9178500000000003E-2,0.24112259999999999,0.13697150749542922,1.575842287723157E-2]
[null,"706",1094,0,1094,9.9765999999999994E-2,0.24137130000000001,0.13740690137111528,1.5645708563797978E-2]
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[null,"799.5",1094,0,1094,0.10588160000000001,0.2434827,0.14234118436928711,1.468775638991349E-2]
[null,"808",1094,0,1094,0.1059132,0.243227,0.14222268025594151,1.4640690156524519E-2]
[null,"816.5",1094,0,1094,0.1074816,0.2441015,0.14360604808043886,1.4610330983489383E-2]
[null,"825",1094,0,1094,0.1111472,0.24670110000000001,0.14703056526508226,1.4618742094227182E-2]
[null,"833.5",1094,0,1094,0.1146707,0.24937110000000001,0.15039809917733102,1.4628121952241606E-2]
[null,"842",1094,0,1094,0.11634559999999999,0.25076619999999999,0.15207894149908557,1.4620613473691707E-2]
[null,"850.5",1094,0,1094,0.11744640000000001,0.25176720000000002,0.15324258692870227,1.4613806745361162E-2]
[null,"859",1094,0,1094,0.1187353,0.25289669999999997,0.15457835831809869,1.4601413271351654E-2]
[null,"867.5",1094,0,1094,0.1207831,0.25457269999999999,0.15662733217550256,1.45761432055932E-2]
[null,"876",1094,0,1094,0.12396160000000001,0.25712180000000001,0.15976885182815345,1.4532206702270704E-2]
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[null,"935.5",1094,0,1094,0.1793874,0.3320688,0.2179184234003656,1.7298726339943223E-2]
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[]
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[null,"1471",470,0,470,1.1590898999999999,1.6149983000000001,1.2846502395744692,5.6070108460745401E-2]
[null,"1581.5",470,0,470,0.86508269999999998,1.1753073000000001,0.94650597957446747,4.0685817756242283E-2]
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[null,"2023.5",470,0,470,1.4336120999999999,1.8795816999999999,1.5718742687234046,5.6692890911863233E-2]
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[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,0.17613179542058199,0.67471880836197706,0.17621197655739707,0.6746490238995051]
[null,"612.5",1,0.17692704844484103,0.6740274960692898,0.17735422498583375,0.67365690679262891]
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[null,"799.5",1,0.14732136620834918,0.7011084126865913,0.14737579748191365,0.70105586068698544]
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[null,"1063",1,4.5721401451183752,3.2495944553881717E-2,4.6559813120188664,3.0945539287957513E-2]
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[null,"Obs1428","HIGH","HIGH",0.99190893019465853,8.0910698053414422E-3]
[null,"Obs1462","LOW","LOW",0.17361802982375649,0.82638197017624349]
[null,"Obs1487","LOW","LOW",3.0515108216227969E-2,0.96948489178377206]
[null,"Obs1529","LOW","LOW",1.1382797322109905E-3,0.99886172026778908]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.95855456484140034]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",163,66,229,0.71179039301310043]
[null,"LOW",40,201,241,0.8340248962655602]
[null,"Total",203,267,470,0.77446808510638299]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84819438656253943]

{"sheet":"XLSTAT_20230525_104432_1_HID","index":32,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)4","index":34,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 10:30:16 / End time: 05/25/2023 at 10:41:25 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 1327246351"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.59537969999999996,0.35623043592321796,4.7368392316494458E-2]
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[null,"417",1094,0,1094,0.28429500000000002,0.64755589999999996,0.37289201425959806,5.6301401474854594E-2]
[null,"425.5",1094,0,1094,0.2816515,0.66782149999999996,0.37344313473491786,6.2820177252026183E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.68508599999999997,0.36687181188299794,7.1124157176617922E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35981781855575817,7.934899434589604E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35488035045703814,8.581463235565856E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34848620438756805,8.97384886061659E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34101292038391234,9.1561587693377786E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33413980457038428,9.2207132387266758E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32406655420475317,9.1155438642633063E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.3064733855575863,8.6940808055653435E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28208695594149896,7.8875312787718255E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25575928720292496,6.8012882046482495E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.54249389999999997,0.23354768564899439,5.6580101817193584E-2]
[null,"527.5",1094,0,1094,0.15368019999999999,0.49784279999999997,0.21785741937842776,4.6360493480992047E-2]
[null,"536",1094,0,1094,0.14554990000000001,0.4541965,0.20699800731261417,3.783842743811263E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.41006559999999997,0.19878899451553925,3.0649208278332261E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.368448,0.19205223839122473,2.5103207261291768E-2]
[null,"561.5",1094,0,1094,0.1333762,0.33418680000000001,0.18504197696526525,2.1703272976335692E-2]
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[null,"604",1094,0,1094,0.11300880000000001,0.29061480000000001,0.15592959990859254,1.7896846824490054E-2]
[null,"612.5",1094,0,1094,0.11003830000000001,0.28339120000000001,0.15133361425959796,1.7745030840858461E-2]
[null,"621",1094,0,1094,0.1074939,0.27696759999999998,0.14798283053016484,1.7593043386274276E-2]
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[null,"638",1094,0,1094,0.1038917,0.26595390000000002,0.1440059044789761,1.7191577803657793E-2]
[null,"646.5",1094,0,1094,0.1026084,0.26087009999999999,0.14247692678244975,1.6985522860095296E-2]
[null,"655",1094,0,1094,0.10156469999999999,0.25611070000000002,0.14114314360146268,1.6797467352340015E-2]
[null,"663.5",1094,0,1094,0.10057729999999999,0.25150359999999999,0.13987052806215727,1.6630544219767542E-2]
[null,"672",1094,0,1094,9.9602700000000002E-2,0.24700349999999999,0.13860544652650811,1.6487867634561528E-2]
[null,"680.5",1094,0,1094,9.8874100000000006E-2,0.24270520000000001,0.13752675319926888,1.6359646552437539E-2]
[null,"689",1094,0,1094,9.8572099999999996E-2,0.24129929999999999,0.13681721974405867,1.6233593333858883E-2]
[null,"697.5",1094,0,1094,9.8797599999999999E-2,0.24112259999999999,0.13661291663619737,1.610596781432241E-2]
[null,"706",1094,0,1094,9.9612800000000001E-2,0.24137130000000001,0.13704684131627054,1.5974854895749409E-2]
[null,"714.5",1094,0,1094,0.1014858,0.24226619999999999,0.13842767312614263,1.5836647513099308E-2]
[null,"723",1094,0,1094,0.1047559,0.24405930000000001,0.14107516508226695,1.5697150306844519E-2]
[null,"731.5",1094,0,1094,0.1089398,0.24647939999999999,0.14461315658135279,1.5561606177832938E-2]
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[null,"782.5",1094,0,1094,0.10888639999999999,0.24518029999999999,0.14423471087751391,1.4983075409168106E-2]
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[null,"799.5",1094,0,1094,0.1067226,0.2434827,0.14198627888482621,1.4873204070761717E-2]
[null,"808",1094,0,1094,0.1067961,0.243227,0.14186989287020124,1.4819176786797493E-2]
[null,"816.5",1094,0,1094,0.10852870000000001,0.2441015,0.14326011882998177,1.4785840598464911E-2]
[null,"825",1094,0,1094,0.11255610000000001,0.24670110000000001,0.14669540877513698,1.4792086701411741E-2]
[null,"833.5",1094,0,1094,0.11639869999999999,0.24937110000000001,0.15007063025594158,1.4798616565475813E-2]
[null,"842",1094,0,1094,0.11823889999999999,0.25076619999999999,0.15175602001828151,1.4787194264812337E-2]
[null,"850.5",1094,0,1094,0.1194612,0.25176720000000002,0.15292391462522845,1.4776548446309627E-2]
[null,"859",1094,0,1094,0.12083000000000001,0.25289669999999997,0.1542641127970748,1.4760360690934289E-2]
[null,"867.5",1094,0,1094,0.122919,0.25457269999999999,0.15631873829981718,1.4731198392244288E-2]
[null,"876",1094,0,1094,0.12609390000000001,0.25712180000000001,0.15946703619744076,1.46828054509665E-2]
[null,"884.5",1094,0,1094,0.13013949999999999,0.26041219999999998,0.16352833400365652,1.4607668570093033E-2]
[null,"893",1094,0,1094,0.13473889999999999,0.26419809999999999,0.16819139524680088,1.451431228089038E-2]
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[null,"927",1094,0,1094,0.16554170000000001,0.2986026,0.20026888555758682,1.5965264032215817E-2]
[null,"935.5",1094,0,1094,0.1812327,0.3320688,0.21767468967093234,1.7448907118518823E-2]
[null,"944",1094,0,1094,0.2020709,0.37568689999999999,0.2414919661791593,1.9467152495368751E-2]
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[null,"961",1094,0,1094,0.24093400000000001,0.44888640000000002,0.2849506834552108,2.2321424910380753E-2]
[null,"969.5",1094,0,1094,0.24786559999999999,0.45629900000000001,0.29190771736745869,2.2122749077464511E-2]
[null,"978",1094,0,1094,0.2498438,0.45429989999999998,0.29326758244972551,2.1537037709955277E-2]
[null,"986.5",1094,0,1094,0.24734210000000001,0.44506200000000001,0.28974094177330861,2.0760477223113603E-2]
[null,"995",1094,0,1094,0.24121570000000001,0.43070209999999998,0.28262113628884833,1.9899715177368112E-2]
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[null,"2312.5",1094,0,1094,1.3090074,1.7850912000000001,1.4172761298903109,5.4038065300356687E-2]
[null,"2321",1094,0,1094,1.3193516999999999,1.8033941,1.4298092329981718,5.4708857757541841E-2]
[null,"2329.5",1094,0,1094,1.3251008,1.8182825,1.4385889957952498,5.5643620214064125E-2]
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[]
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[null,"774",470,0,470,0.1075199,0.21521570000000001,0.14700358893617027,1.4006046222678878E-2]
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[null,"961",470,0,470,0.2402184,0.39174569999999997,0.28534233042553214,2.0037318131439202E-2]
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[null,"1318",470,0,470,0.43378280000000002,0.70117119999999999,0.49828149382978709,3.1614707420626165E-2]
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[null,"1471",470,0,470,1.1590898999999999,1.7347106999999999,1.2848524638297869,5.5522811852134334E-2]
[null,"1581.5",470,0,470,0.86508269999999998,1.2532551999999999,0.94737320425531912,4.1027506254851041E-2]
[null,"1658",470,0,470,0.7471468,1.1095421000000001,0.82817200872340346,3.9093138313563917E-2]
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[null,"1947",470,0,470,1.6407594999999999,2.1389368000000002,1.8033818544680857,7.1362066239915714E-2]
[null,"2023.5",470,0,470,1.4336120999999999,1.9869635999999999,1.5708173240425538,5.6306659428128528E-2]
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[null,"2202",470,0,470,1.1464421,1.6503832000000001,1.2468955851063817,4.8638024265772246E-2]
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[null,"2389",470,0,470,1.4142085,1.9211909,1.530470930851064,5.0067034520646432E-2]
[null,"2465.5",470,0,470,1.5994974,2.0548229,1.7253346855319147,5.3158465923763137E-2]
[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,0.16903019836530167,0.68097514307371443,0.16942085903070847,0.6806270222231211]
[null,"612.5",1,3.6766157852518013,5.518074484785862E-2,3.7585007805587338,5.2539666929955264E-2]
[null,"723",1,2.5258469781380133,0.11199463193294734,2.618590766827424,0.10561820302741487]
[null,"799.5",1,3.017549283356151E-2,0.86209263448794515,3.020661166544869E-2,0.86202225625823914]
[null,"876",1,5.130317162702152,2.3511431066435606E-2,5.2568637928769135,2.186037676936281E-2]
[null,"986.5",1,13.950816225143129,1.8765616021654274E-4,15.524304553629008,8.1451246474406602E-5]
[null,"1063",1,1.689934824175843,0.19360956100114524,1.7414166685704799,0.18695942554416012]
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[null,"Obs1435","HIGH","HIGH",0.99974568256227014,2.5431743772984217E-4]
[null,"Obs1469","LOW","LOW",8.5962664155557673E-5,0.99991403733584439]
[null,"Obs1526","LOW","LOW",1.5941835359910413E-9,0.99999999840581655]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97935362325642372]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",161,60,221,0.72850678733031671]
[null,"LOW",55,194,249,0.77911646586345384]
[null,"Total",216,254,470,0.75531914893617025]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.80977302876664836]

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{"sheet":"Log(Binary)3","index":37,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 10:17:08 / End time: 05/25/2023 at 10:27:43 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 652890593"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.59537969999999996,0.35648869341864725,4.6105812475926905E-2]
[null,"408.5",1094,0,1094,0.28016479999999999,0.62383,0.36542305658135288,5.0329333755198331E-2]
[null,"417",1094,0,1094,0.28429500000000002,0.64755589999999996,0.37281838839122444,5.4986254775775595E-2]
[null,"425.5",1094,0,1094,0.2816515,0.66782149999999996,0.37320138747714837,6.1458065599940333E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.68508599999999997,0.36648257065813611,6.9679178565670671E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35934125036563086,7.783373821168614E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35436847504570407,8.4253802417643145E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34796370813528327,8.8152287612099978E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34049102870201153,8.9972515431470376E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33365796261425923,9.0641645082635766E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32368636727605132,8.9664462305559842E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30621623281535659,8.5580162589389122E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28190184780621558,7.7628127546314804E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25559509506398581,6.6789196059914083E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.54249389999999997,0.23340149287020112,5.5309904312973009E-2]
[null,"527.5",1094,0,1094,0.15368019999999999,0.49784279999999997,0.21777223190127962,4.5087640616450576E-2]
[null,"536",1094,0,1094,0.14554990000000001,0.4541965,0.20703556206581369,3.666574117353652E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.41006559999999997,0.19900358482632549,2.9638568155998919E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.368448,0.19245510575868369,2.4232979983128813E-2]
[null,"561.5",1094,0,1094,0.1333762,0.33418680000000001,0.18558394552102361,2.0903072872106396E-2]
[null,"570",1094,0,1094,0.12776799999999999,0.3081275,0.17792238747714803,1.9168131442447549E-2]
[null,"578.5",1094,0,1094,0.1228098,0.28894160000000002,0.17115827541133433,1.8247209538774355E-2]
[null,"587",1094,0,1094,0.1189992,0.27443640000000002,0.16567827897623405,1.7697700743448137E-2]
[null,"595.5",1094,0,1094,0.1159259,0.26277099999999998,0.16117290575868387,1.7335706037649078E-2]
[null,"604",1094,0,1094,0.11300880000000001,0.25756659999999998,0.15662663784277878,1.7084545190212349E-2]
[null,"612.5",1094,0,1094,0.11003830000000001,0.25367620000000002,0.15203820786106023,1.6924093718257049E-2]
[null,"621",1094,0,1094,0.1076809,0.25080170000000002,0.14869202541133442,1.6774743930203256E-2]
[null,"629.5",1094,0,1094,0.10591250000000001,0.2488406,0.14644707888482641,1.6594006729913888E-2]
[null,"638",1094,0,1094,0.10444730000000001,0.24729889999999999,0.14471708628884841,1.6398860735290646E-2]
[null,"646.5",1094,0,1094,0.1031164,0.24593770000000001,0.14318817641681894,1.6209350486339497E-2]
[null,"655",1094,0,1094,0.10197100000000001,0.24475669999999999,0.1418548473491773,1.6037884851947432E-2]
[null,"663.5",1094,0,1094,0.10089579999999999,0.2436769,0.14058520676416825,1.5888425284261737E-2]
[null,"672",1094,0,1094,9.9865700000000002E-2,0.24267140000000001,0.13932529670932353,1.576228507175129E-2]
[null,"680.5",1094,0,1094,9.90732E-2,0.24183979999999999,0.13825053884826305,1.5647733497460774E-2]
[null,"689",1094,0,1094,9.8674100000000001E-2,0.24129929999999999,0.13754184890310794,1.5535433373152751E-2]
[null,"697.5",1094,0,1094,9.8797599999999999E-2,0.24112259999999999,0.13733577961608728,1.5424782138422532E-2]
[null,"706",1094,0,1094,9.9612800000000001E-2,0.24137130000000001,0.13776450429616074,1.5312969714190402E-2]
[null,"714.5",1094,0,1094,0.1013612,0.24226619999999999,0.13913403053016446,1.519534811790379E-2]
[null,"723",1094,0,1094,0.10427889999999999,0.24405930000000001,0.14176316124314456,1.5077393978200812E-2]
[null,"731.5",1094,0,1094,0.1081085,0.24647939999999999,0.14528057541133454,1.4964509186488742E-2]
[null,"740",1094,0,1094,0.11057160000000001,0.24785489999999999,0.14753753144424148,1.4836535209396736E-2]
[null,"748.5",1094,0,1094,0.11132450000000001,0.24808659999999999,0.14820358171846429,1.4709969104194734E-2]
[null,"757",1094,0,1094,0.11119950000000001,0.24800630000000001,0.14806038162705659,1.4624359738055266E-2]
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[null,"782.5",1094,0,1094,0.107983,0.24518029999999999,0.14490542595978068,1.4498316002024758E-2]
[null,"791",1094,0,1094,0.1067409,0.24408969999999999,0.14363232376599636,1.4453955399002743E-2]
[null,"799.5",1094,0,1094,0.10588160000000001,0.2434827,0.14266516745886659,1.4412036625535418E-2]
[null,"808",1094,0,1094,0.1059132,0.243227,0.14254760731261443,1.436812106359356E-2]
[null,"816.5",1094,0,1094,0.1074816,0.2441015,0.14392655383912228,1.4340910137065076E-2]
[null,"825",1094,0,1094,0.1111472,0.24670110000000001,0.14734039725776985,1.4351699444256487E-2]
[null,"833.5",1094,0,1094,0.1146707,0.24937110000000001,0.15069803967093245,1.4364657915524668E-2]
[null,"842",1094,0,1094,0.11634559999999999,0.25076619999999999,0.15237480904935999,1.4361767269157078E-2]
[null,"850.5",1094,0,1094,0.11744640000000001,0.25176720000000002,0.15353625356489942,1.435973100413216E-2]
[null,"859",1094,0,1094,0.1187353,0.25289669999999997,0.15487025877513738,1.4351707160956953E-2]
[null,"867.5",1094,0,1094,0.1207831,0.25457269999999999,0.15691725941499085,1.4329731224893661E-2]
[null,"876",1094,0,1094,0.12396160000000001,0.25712180000000001,0.16005635795246803,1.4287958056003835E-2]
[null,"884.5",1094,0,1094,0.12808539999999999,0.26041219999999998,0.16410900612431453,1.4219143197277182E-2]
[null,"893",1094,0,1094,0.1328308,0.26419809999999999,0.16876508674588644,1.4131261905253031E-2]
[null,"901.5",1094,0,1094,0.13809340000000001,0.2684764,0.17396819670932373,1.4070686367556946E-2]
[null,"910",1094,0,1094,0.14406869999999999,0.27366829999999998,0.18003166471663626,1.4156124466271604E-2]
[null,"918.5",1094,0,1094,0.1519443,0.28119250000000001,0.18831309561243179,1.4595041820944345E-2]
[null,"927",1094,0,1094,0.16350219999999999,0.2986026,0.20074580063985351,1.5557609199008209E-2]
[null,"935.5",1094,0,1094,0.1793874,0.3320688,0.21810198692870217,1.7026177070571854E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.37568689999999999,0.24186883793418651,1.903250952142381E-2]
[null,"952.5",1094,0,1094,0.22500229999999999,0.42250979999999999,0.26851447413162677,2.1083118947212293E-2]
[null,"961",1094,0,1094,0.2402184,0.44888640000000002,0.28529636764168204,2.1893742034208637E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.45629900000000001,0.29226403793418643,2.1709265745485741E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.45429989999999998,0.29363805886654487,2.1140364405803067E-2]
[null,"986.5",1094,0,1094,0.24439610000000001,0.44506200000000001,0.29012663455210275,2.0381273713256792E-2]
[null,"995",1094,0,1094,0.2378535,0.43070209999999998,0.28302215301645361,1.9535700271501345E-2]
[null,"1003.5",1094,0,1094,0.22926959999999999,0.41294409999999998,0.27357473409506389,1.8647002522054108E-2]
[null,"1012",1094,0,1094,0.2195029,0.39302670000000001,0.26272823775137077,1.7739177305993534E-2]
[null,"1020.5",1094,0,1094,0.20938290000000001,0.3724073,0.25141658235831804,1.6862733136916767E-2]
[null,"1029",1094,0,1094,0.1996984,0.35275099999999998,0.24054531078610597,1.6087761441942086E-2]
[null,"1037.5",1094,0,1094,0.19118450000000001,0.33558379999999999,0.23096215420475294,1.5461768852925389E-2]
[null,"1046",1094,0,1094,0.18439920000000001,0.3221212,0.2232986912248629,1.5011907315818177E-2]
[null,"1054.5",1094,0,1094,0.17954239999999999,0.313106,0.21782271252285185,1.475440173212071E-2]
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[]
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[null,"774",470,0,470,0.1075199,0.21521570000000001,0.14545293957446817,1.5222629536325907E-2]
[null,"850.5",470,0,470,0.1162323,0.22367339999999999,0.1528363591489362,1.4818352805304112E-2]
[null,"961",470,0,470,0.24093400000000001,0.4053486,0.28453769531914908,2.1101372061818158E-2]
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[null,"1207.5",470,0,470,0.38664999999999999,0.59254969999999996,0.44468084319148926,2.5574453728577768E-2]
[null,"1318",470,0,470,0.43554700000000002,0.69432450000000001,0.49781807936170208,3.2363225300649799E-2]
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[null,"1471",470,0,470,1.1755152,1.6149983000000001,1.2853376559574476,5.494305277753208E-2]
[null,"1581.5",470,0,470,0.86275040000000003,1.1931769999999999,0.9470368614893615,4.0481385274592115E-2]
[null,"1658",470,0,470,0.74594910000000003,1.0666863,0.82779221297872341,3.8867804836498356E-2]
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[null,"1947",470,0,470,1.6351035,2.0612062999999998,1.8098466193617015,7.5125786022931879E-2]
[null,"2023.5",470,0,470,1.4396831999999999,1.8795816999999999,1.5735517231914899,5.7011103628185476E-2]
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[null,"2202",470,0,470,1.1533294999999999,1.5430021,1.2470165287234032,4.8528739401528742E-2]
[null,"2312.5",470,0,470,1.3166935,1.7020664999999999,1.4149920799999998,4.6432337658663746E-2]
[null,"2389",470,0,470,1.4146764999999999,1.8482584,1.5322209899999999,5.1156439203948204E-2]
[null,"2465.5",470,0,470,1.5936665999999999,1.9854866,1.728856642765956,5.5442301982948014E-2]
[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,0.94092370929951574,0.33204040043550032,0.94589280863021941,0.3307669556141879]
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[null,"Obs1374","LOW","LOW",0.27402019764901531,0.72597980235098469]
[null,"Obs1415","LOW","LOW",9.2650282631922612E-6,0.99999073497173674]
[null,"Obs1437","HIGH","HIGH",0.61512982020617912,0.38487017979382093]
[null,"Obs1471","LOW","LOW",2.3191884502900918E-4,0.99976808115497096]
[null,"Obs1484","LOW","LOW",2.0433344195492769E-4,0.99979566655804508]
[null,"Obs1533","LOW","LOW",6.4096420006453615E-3,0.99359035799935469]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97115590534318641]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",150,60,210,0.7142857142857143]
[null,"LOW",54,206,260,0.79230769230769227]
[null,"Total",204,266,470,0.75744680851063828]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.8224358974358984]

{"sheet":"XLSTAT_20230525_101703_1_HID","index":38,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)2","index":40,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 10:07:01 / End time: 05/25/2023 at 10:16:33 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 187829530"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.54008089999999997,0.35544321462522827,4.4430203661628656E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.57051370000000001,0.3644255191956125,4.876233057965753E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.59869660000000002,0.37191377303473477,5.360834005526665E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62555919999999998,0.37237206983546628,6.0186516464319884E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.65052920000000003,0.36570958510054802,6.8460814962569838E-2]
[null,"442.5",1094,0,1094,0.26060299999999997,0.67353609999999997,0.35865908500914018,7.6790324290756676E-2]
[null,"451",1094,0,1094,0.25146570000000001,0.69263889999999995,0.35376176882998162,8.3369585763386947E-2]
[null,"459.5",1094,0,1094,0.24249570000000001,0.70163390000000003,0.34738114945155418,8.7299609464581623E-2]
[null,"468",1094,0,1094,0.23453470000000001,0.70114929999999998,0.33993304725776952,8.9164174352949946E-2]
[null,"476.5",1094,0,1094,0.2282264,0.69694590000000001,0.33314382614259613,8.9934864402157644E-2]
[null,"485",1094,0,1094,0.21945300000000001,0.68583819999999995,0.32318661681901317,8.8942242289726609E-2]
[null,"493.5",1094,0,1094,0.20581260000000001,0.65654889999999999,0.30564854561243138,8.4638017976639196E-2]
[null,"502",1094,0,1094,0.18977859999999999,0.60445079999999995,0.28118880027422311,7.6365029900915413E-2]
[null,"510.5",1094,0,1094,0.17503170000000001,0.53830339999999999,0.25471443455210224,6.524190186313765E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.47252490000000003,0.23241069954296131,5.3636860676253166E-2]
[null,"527.5",1094,0,1094,0.1487832,0.4159236,0.2167712559414991,4.3472598478271215E-2]
[null,"536",1094,0,1094,0.1427059,0.37712649999999998,0.20610607285191934,3.523824810649729E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.33988689999999999,0.19819978117001821,2.847874104395148E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.30502059999999998,0.19179349844606933,2.3346219194950783E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.28090270000000001,0.1850324702010967,2.0189366679961074E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.27517760000000002,0.17743999085923212,1.8525586590576012E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.26975270000000001,0.17071733391224858,1.7641909810360665E-2]
[null,"587",1094,0,1094,0.1182256,0.26509319999999997,0.16526475639853738,1.7128744921099316E-2]
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[null,"638",1094,0,1094,0.1027983,0.24729889999999999,0.14437316700182809,1.6093713726648511E-2]
[null,"646.5",1094,0,1094,0.1014828,0.24593770000000001,0.14286289460694704,1.5949105391447525E-2]
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[null,"663.5",1094,0,1094,9.92643E-2,0.2436769,0.14028617952468003,1.5699561400848529E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24267140000000001,0.13903479122486284,1.5602064283396442E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24183979999999999,0.13797081051188281,1.5515724624395159E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.13727597413162712,1.543182672848268E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13708330786106038,1.5346120138931834E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.13752384597806211,1.5252698624776491E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.1389047123400366,1.5144991609811684E-2]
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[null,"782.5",1094,0,1094,0.1062671,0.24518029999999999,0.14474342212065819,1.4512425040281648E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.24408969999999999,0.14347611416819031,1.4483170558559274E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2434827,0.14251359689213919,1.4454228083330854E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.243227,0.14240074414990841,1.4416750399019454E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.143784162522852,1.4384749850511084E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.24670110000000001,0.14719979936014629,1.4374578531817327E-2]
[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.15055788957952462,1.4365962961550668E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15223746060329074,1.4353141995562096E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.15340276425959767,1.4344330396814148E-2]
[null,"859",1094,0,1094,0.1175223,0.25289669999999997,0.1547411351919559,1.4329671100299472E-2]
[null,"867.5",1094,0,1094,0.1195486,0.25457269999999999,0.15679340402193767,1.4299774921802118E-2]
[null,"876",1094,0,1094,0.12266589999999999,0.25712180000000001,0.15993870018281553,1.4248138033641783E-2]
[null,"884.5",1094,0,1094,0.12667690000000001,0.26041219999999998,0.16399824734917751,1.4170027608561647E-2]
[null,"893",1094,0,1094,0.13127349999999999,0.26419809999999999,0.16866147266910414,1.4075352324610359E-2]
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[null,"927",1094,0,1094,0.16272629999999999,0.29298160000000001,0.20061905393052987,1.530548465207701E-2]
[null,"935.5",1094,0,1094,0.17929129999999999,0.30999270000000001,0.21794494031078609,1.6630549105373274E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.3442906,0.24167481910420469,1.8461202526937288E-2]
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[null,"961",1094,0,1094,0.2402184,0.4053486,0.28503087733089633,2.1046139549565423E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.41076869999999999,0.29200361627056665,2.0856822336644383E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.40801739999999997,0.29339505228519208,2.0319167874923057E-2]
[null,"986.5",1094,0,1094,0.24405750000000001,0.39903660000000002,0.28990677349177357,1.9612148787353782E-2]
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[null,"1020.5",1094,0,1094,0.20779990000000001,0.34366180000000002,0.25128815676416782,1.6397210740402273E-2]
[null,"1029",1094,0,1094,0.1979291,0.33231749999999999,0.24043475968921388,1.5700291787663658E-2]
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[null,"1207.5",470,0,470,0.38847799999999999,0.67680569999999995,0.44544534808510616,2.9005135851667255E-2]
[null,"1318",470,0,470,0.4349692,0.79430440000000002,0.4990093425531919,3.7349542557066941E-2]
[null,"1394.5",470,0,470,0.87959770000000004,1.509155,1.0186218991489371,7.1750131751197599E-2]
[null,"1471",470,0,470,1.1590898999999999,1.7347106999999999,1.2884886612765962,6.7406755212692154E-2]
[null,"1581.5",470,0,470,0.86335779999999995,1.3641748,0.94897676234042627,4.996649685147412E-2]
[null,"1658",470,0,470,0.74594910000000003,1.2284759000000001,0.82955407702127626,4.7395196783098989E-2]
[null,"1768.5",470,0,470,0.86587309999999995,1.3864169,0.95307142595744709,5.3245974567317493E-2]
[null,"1947",470,0,470,1.6163076000000001,2.1389368000000002,1.8113782114893615,8.018916918898196E-2]
[null,"2023.5",470,0,470,1.4196911000000001,1.9869635999999999,1.5763956463829789,6.7385341320210415E-2]
[null,"2125.5",470,0,470,1.2835155,1.773579,1.3907874348936162,5.7561602762596031E-2]
[null,"2202",470,0,470,1.1464421,1.6752461000000001,1.2502435855319158,6.0129410471382913E-2]
[null,"2312.5",470,0,470,1.3090074,1.7906561000000001,1.4178665012765952,5.6710089095429045E-2]
[null,"2389",470,0,470,1.4022033,1.9211909,1.5352308993617012,6.0905127498941405E-2]
[null,"2465.5",470,0,470,1.5793591,2.0548229,1.7310491014893632,6.1615938804319155E-2]
[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,6.7776938990091892E-2,0.79460148585381507,6.7862423769383895E-2,0.79447489738292343]
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[null,"Obs1364","LOW","LOW",1.4582004818122158E-3,0.99854179951818778]
[null,"Obs1392","HIGH","LOW",0.31382937889697488,0.68617062110302518]
[null,"Obs1434","HIGH","HIGH",0.99995489478234456,4.5105217655462456E-5]
[null,"Obs1453","HIGH","HIGH",0.79338768966533657,0.20661231033466343]
[null,"Obs1493","LOW","LOW",2.059375918913332E-9,0.999999997940624]
[null,"Obs1523","LOW","LOW",6.5370921502302873E-6,0.99999346290784974]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96177976974069701]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",170,47,217,0.78341013824884798]
[null,"LOW",65,188,253,0.74308300395256921]
[null,"Total",235,235,470,0.76170212765957446]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83608677437569578]

{"sheet":"XLSTAT_20230525_100656_1_HID","index":41,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)1","index":43,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/25/2023 at 09:55:42 / End time: 05/25/2023 at 10:06:08 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 4602629"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.57313329999999996,0.35551123893967057,4.5594487213595908E-2]
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[null,"417",1094,0,1094,0.27521259999999997,0.60821570000000003,0.37180543711151692,5.4372311911020078E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62555919999999998,0.37217103263254125,6.0782217177819745E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.65052920000000003,0.36543078729433226,6.8913955472127336E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.67353609999999997,0.35827688884826281,7.7041789126868654E-2]
[null,"451",1094,0,1094,0.2468883,0.69263889999999995,0.35329855630712936,8.3445193387310393E-2]
[null,"459.5",1094,0,1094,0.2384426,0.70163390000000003,0.34687899954296175,8.7279188050145562E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.70114929999999998,0.33939153363802488,8.9052160128309299E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.69694590000000001,0.33255397404021914,8.9717410012815274E-2]
[null,"485",1094,0,1094,0.2166235,0.68583819999999995,0.32257286499085919,8.8686169992531705E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.65654889999999999,0.30506415904935985,8.4438082327698005E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.60445079999999995,0.28069107659963405,7.6251883147807009E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.53830339999999999,0.25434675530164508,6.5172987977362734E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.47252490000000003,0.23219085027422309,5.3565390167760983E-2]
[null,"527.5",1094,0,1094,0.1487832,0.4159236,0.21668576288848274,4.3423603716819761E-2]
[null,"536",1094,0,1094,0.1427059,0.37712649999999998,0.20611505996343715,3.5274737499162101E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.34279009999999999,0.19825341416819012,2.8659267179119298E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.3360284,0.19185501645338202,2.3717957953691259E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.32837319999999998,0.18509577870201085,2.0743765540913051E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.1775085165447898,1.9197720976968216E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17079132659963445,1.8380320558394687E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.165341695978062,1.7900835124706409E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16085440877513732,1.7592559511257159E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15631839917733073,1.7379373816084474E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15173463336380225,1.7245405735541595E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14839180859232173,1.711764889965333E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14615085429616098,1.695548642412583E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14442380301645338,1.6775425932992614E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.14289574716636191,1.659728024340108E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.1415608212979888,1.6433413085124554E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14028753765996324,1.6287735137079408E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13902338363802552,1.6162833189713274E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13794548144424129,1.6048800381680488E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.23872879999999999,0.137234807404022,1.5936133842917668E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.2351558,0.13702608318098727,1.582270520801065E-2]
[null,"706",1094,0,1094,9.76133E-2,0.23203550000000001,0.13745118857404029,1.5705044264023554E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.22954669999999999,0.13881634908592339,1.5577519455658917E-2]
[null,"723",1094,0,1094,0.1023831,0.2278973,0.14144031553930492,1.5444558244785534E-2]
[null,"731.5",1094,0,1094,0.1063345,0.2268635,0.14495257861060326,1.5314257252428496E-2]
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[null,"748.5",1094,0,1094,0.1095291,0.2222518,0.14787341480804406,1.5050852976723142E-2]
[null,"757",1094,0,1094,0.1093928,0.21902150000000001,0.1477314283363802,1.4962140556666973E-2]
[null,"765.5",1094,0,1094,0.1086549,0.2174432,0.14697701032906743,1.4910385865809476E-2]
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[null,"782.5",1094,0,1094,0.1062671,0.2155668,0.14458135164533803,1.4828430592445655E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.2144008,0.14331014872029244,1.478293155854429E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2134741,0.14234314954296168,1.4736216142997267E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.21330950000000001,0.1422249191956125,1.4686955928021756E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2144722,0.14360195237659965,1.4650009642035019E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.2176054,0.14701196480804396,1.4642281248200833E-2]
[null,"833.5",1094,0,1094,0.1134211,0.22076460000000001,0.15036784826325406,1.4638429186617993E-2]
[null,"842",1094,0,1094,0.1151182,0.22253800000000001,0.15204482961608778,1.4626522359547599E-2]
[null,"850.5",1094,0,1094,0.1162323,0.2246698,0.15320662714808034,1.461782713453272E-2]
[null,"859",1094,0,1094,0.1175223,0.22685440000000001,0.15454034716636211,1.4604146135946435E-2]
[null,"867.5",1094,0,1094,0.1195486,0.2297912,0.15658580201096894,1.4577258854009966E-2]
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[]
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[null,"1471",470,0,470,1.1666679,1.6500328,1.2863893089361682,5.9615699032522208E-2]
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[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,1.5990018215855888,0.20604472453425737,1.6217921173835634,0.20284208335989373]
[null,"612.5",1,2.9509043110185341E-3,0.95667844136969216,2.9518562440671303E-3,0.95667146124786884]
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[null,"Obs1433","HIGH","LOW",6.2352011436070626E-5,0.99993764798856388]
[null,"Obs1457","LOW","LOW",1.5308399546119389E-6,0.99999846916004542]
[null,"Obs1488","LOW","LOW",1.8601903523491326E-4,0.99981398096476504]
[null,"Obs1530","LOW","LOW",2.1809684448772186E-5,0.99997819031555124]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97067876398165087]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",159,63,222,0.71621621621621623]
[null,"LOW",59,189,248,0.76209677419354838]
[null,"Total",218,252,470,0.74042553191489358]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.80792284219703625]

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{"sheet":"PLS-DA9","index":46,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:12:24"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35510517888482601,4.4520242900024092E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36392266215722152,4.8681475146459263E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37123826032906793,5.3343315896989409E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37156476462522803,5.9779465353596475E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36480461627056704,6.7931355355346085E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35765477586837302,7.6083555103065012E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35268962029250428,8.2511739057894384E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34629830557586866,8.6396542538995966E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.33883757623400323,8.8234149844916482E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33200396627056622,8.8960250051392561E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32203751800731256,8.8029368538076344E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30458755237659935,8.3949859582285735E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28029283327239468,7.6006427057617593E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25400606106032836,6.5247393967351394E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23187353217550252,5.395806788891773E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21636837394881195,4.3992249410349599E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20579275548446049,3.5825701619039765E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19793105027422292,2.9051667238768949E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.368448,0.1915405916819008,2.3896683470704096E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.33418680000000001,0.18478723903107849,2.0751763086720981E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.1771991686471662,1.9111574670845902E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17047712029250464,1.8242960203587306E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16501920347349178,1.7732931333845878E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.1605253392138942,1.7405264278860348E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15598569424131636,1.718007436258703E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15140090959780605,1.7037348724247257E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.1480603525594151,1.6902643407670555E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.1458249523765997,1.6733967852768875E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14410712184643507,1.6547399101668719E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.142591276965265,1.6363991504950961E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14126983180987213,1.6197247434397068E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.140009860786106,1.605096753175177E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13875779744058525,1.5928072118994212E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13769131956124289,1.581847666386476E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.1369923265996344,1.5709714878785416E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13679622751371115,1.5596702052321061E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.13723571325411327,1.5476228936731916E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.13861818967093231,1.5343132641225277E-2]
[null,"723",1094,0,1094,0.1023831,0.24405930000000001,0.14126226809872011,1.5201528590593347E-2]
[null,"731.5",1094,0,1094,0.1063345,0.24647939999999999,0.14479470968921418,1.5059804651222737E-2]
[null,"740",1094,0,1094,0.1088097,0.24785489999999999,0.14706350621572206,1.4914892617174498E-2]
[null,"748.5",1094,0,1094,0.1095291,0.24808659999999999,0.14773985813528348,1.4783651186807505E-2]
[null,"757",1094,0,1094,0.1093928,0.24800630000000001,0.14760519268738598,1.4692275718246991E-2]
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[null,"774",1094,0,1094,0.1075199,0.2464076,0.14572250639853745,1.4590916008511068E-2]
[null,"782.5",1094,0,1094,0.1062671,0.24518029999999999,0.14446255804387581,1.4548887803103915E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.24408969999999999,0.14319296736745887,1.4505075447845501E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2434827,0.14222948318098744,1.4460546358840885E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.243227,0.14211547230347357,1.4410552852274241E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.14349911755027436,1.4370511514544175E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.24670110000000001,0.14691814277879339,1.435435671673865E-2]
[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.15028007230347334,1.4341133652556378E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15196026389396711,1.4323883226793156E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.15312481901279723,1.431119716795161E-2]
[null,"859",1094,0,1094,0.1175223,0.25289669999999997,0.15446223510054807,1.4294207097539461E-2]
[null,"867.5",1094,0,1094,0.1195486,0.25457269999999999,0.15651355904936021,1.4264705116941235E-2]
[null,"876",1094,0,1094,0.12266589999999999,0.25712180000000001,0.15965799460694702,1.4217005976654115E-2]
[null,"884.5",1094,0,1094,0.12667690000000001,0.26041219999999998,0.16371656599634407,1.4146189192184478E-2]
[null,"893",1094,0,1094,0.13127349999999999,0.26419809999999999,0.16837838802559407,1.4060940345277169E-2]
[null,"901.5",1094,0,1094,0.13640550000000001,0.2684764,0.17358599542961636,1.4002440259989103E-2]
[null,"910",1094,0,1094,0.14239060000000001,0.27366829999999998,0.17964985594149938,1.4074037104145801E-2]
[null,"918.5",1094,0,1094,0.15057770000000001,0.28119250000000001,0.18792257340036558,1.4459212359521701E-2]
[null,"927",1094,0,1094,0.16272629999999999,0.29298160000000001,0.20033473464350995,1.5318967508975868E-2]
[null,"935.5",1094,0,1094,0.17929129999999999,0.30999270000000001,0.21765907065813556,1.6652995376172385E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.3442906,0.24137893235831781,1.8502108344249174E-2]
[null,"952.5",1094,0,1094,0.22500229999999999,0.38379930000000001,0.26796583007312585,2.0398711418188241E-2]
[null,"961",1094,0,1094,0.2402184,0.4053486,0.28471301160877494,2.1143934325953181E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.41076869999999999,0.29167556124314425,2.0972290906179258E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.40801739999999997,0.29305897166361938,2.0445684481298264E-2]
[null,"986.5",1094,0,1094,0.24405750000000001,0.39903660000000002,0.2895668431444246,1.9743185317915513E-2]
[null,"995",1094,0,1094,0.23712030000000001,0.38589289999999998,0.28248747577696537,1.8961659635718324E-2]
[null,"1003.5",1094,0,1094,0.2282112,0.37016260000000001,0.2730679230347352,1.8141646166332143E-2]
[null,"1012",1094,0,1094,0.21816379999999999,0.35550480000000001,0.26225022586837288,1.730648074214626E-2]
[null,"1020.5",1094,0,1094,0.20779990000000001,0.34366180000000002,0.25096630045703833,1.6503537441137958E-2]
[null,"1029",1094,0,1094,0.1979291,0.33231749999999999,0.2401194474405848,1.579659859148597E-2]
[null,"1037.5",1094,0,1094,0.18929760000000001,0.32237329999999997,0.23055591709323572,1.5227887840341282E-2]
[null,"1046",1094,0,1094,0.18246660000000001,0.31445810000000002,0.22290646681901272,1.4820204874009545E-2]
[null,"1054.5",1094,0,1094,0.17764959999999999,0.30886960000000002,0.21743872833638034,1.458605707515038E-2]
[null,"1063",1094,0,1094,0.1749424,0.30566769999999999,0.21427132943327218,1.4523166110766825E-2]
[null,"1071.5",1094,0,1094,0.17460980000000001,0.30511050000000001,0.21370204067641674,1.46269074209344E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",509,6,515,0.98834951456310682]
[null,"LOW",4,575,579,0.99309153713298792]
[null,"Total",513,581,1094,0.99085923217550276]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99946342035983304]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",221,2,223,0.99103139013452912]
[null,"LOW",3,244,247,0.98785425101214575]
[null,"Total",224,246,470,0.98936170212765961]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[464,2.6882967196049061,-0.8990085964067277,0.43793098039166556,464,2.6882967196049061,-0.63569507486419763,0.30966396592661993]
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[477,2.8519869179883428,-0.95835654181499241,0.28557440144454255,477,2.8519869179883428,-0.67766040951187068,0.20193159579472558]
[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
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[486,2.965310901484568,-0.98450256659631907,0.17537016954220097,486,2.965310901484568,-0.69614844093581829,0.12400543610112492]
[487,2.9779024552063711,-0.98663264711367571,0.16296017810944194,487,2.9779024552063711,-0.69765463531411454,0.11523024700455406]
[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
[491,3.0282686700935817,-0.99358570632947618,0.11308158195637352,491,3.0282686700935817,-0.7025711906355987,7.9960753428654108E-2]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA8","index":52,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:12:00"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.57313329999999996,0.35595057623400417,4.5599274328243657E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.59211559999999996,0.36494675228519197,4.984283467382232E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.60821570000000003,0.3724396223948806,5.4545305976989998E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62191620000000003,0.37288861343692881,6.1009910939577812E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.63146539999999995,0.36620283180987229,6.9214734379855661E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.65253450000000002,0.35911729533820858,7.7425259793656193E-2]
[null,"451",1094,0,1094,0.2468883,0.6715719,0.35419316160877518,8.3878206093737057E-2]
[null,"459.5",1094,0,1094,0.2384426,0.68042919999999996,0.34781002065813477,8.7743805546307077E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.68063779999999996,0.34038217586837227,8.9572865901784246E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.67752219999999996,0.33361617495429591,9.030071758095215E-2]
[null,"485",1094,0,1094,0.2166235,0.66729510000000003,0.32367167394881152,8.9285931972678034E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.63969960000000003,0.30615962769652594,8.5032747309293055E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.591275,0.28179187650822651,7.6947913215433761E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.52961119999999995,0.25548900237659961,6.6151609812921397E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.46642909999999999,0.23335625612431438,5.4846322894533957E-2]
[null,"527.5",1094,0,1094,0.1487832,0.40946440000000001,0.21777666179159044,4.4760650734190374E-2]
[null,"536",1094,0,1094,0.1427059,0.3628962,0.20702899040219377,3.6397271331210991E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.34279009999999999,0.19894111864716665,2.9454874761188098E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.3360284,0.19233032358318097,2.4215094685715022E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.32837319999999998,0.18541207303473486,2.1049210154307323E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17772168674588684,1.9415046543546286E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17094015365630716,1.8566766093882397E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16545295904936019,1.8079607781158746E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16094659140767834,1.7769699920790683E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15639357605118839,1.7551384152294163E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15179443738574025,1.7410395422561613E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14844558382084103,1.7275856853124449E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14620646334552115,1.7105849010445023E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14448611334552094,1.6917184147679541E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.14296799734917739,1.6730508127598302E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14164489003656305,1.6559600450571327E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14038337074954307,1.6408403024560873E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13912859890310805,1.6278728872287759E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13805732239488136,1.6158470938842269E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.13735242340036585,1.6037396072192588E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.1371513563985374,1.591489114503996E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.13758657906764185,1.5788322851832546E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.13896487340036556,1.5652635049220227E-2]
[null,"723",1094,0,1094,0.1023831,0.24405930000000001,0.14160508866544791,1.5512615340287304E-2]
[null,"731.5",1094,0,1094,0.1063345,0.24647939999999999,0.14513312404021936,1.5374584201566222E-2]
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[null,"757",1094,0,1094,0.1093928,0.24800630000000001,0.14792410018281529,1.4998454130564359E-2]
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[null,"782.5",1094,0,1094,0.1062671,0.24518029999999999,0.14477043857404023,1.4851623718295489E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.24408969999999999,0.14349799652650849,1.4804081822924451E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2434827,0.14253132120658127,1.4756225153484155E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.243227,0.14241528775137108,1.4706311022860649E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.143799066179159,1.4672384495483385E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.24670110000000001,0.14722023016453373,1.4671085538179711E-2]
[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.15058297047532013,1.4670767473847064E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15226257102376611,1.4660247085137586E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.1534266358318099,1.4653115996453537E-2]
[null,"859",1094,0,1094,0.1175223,0.25289669999999997,0.15476319744058478,1.464066050570355E-2]
[null,"867.5",1094,0,1094,0.1195486,0.25457269999999999,0.1568131802559414,1.4614674640214709E-2]
[null,"876",1094,0,1094,0.12266589999999999,0.25712180000000001,0.15995538756855585,1.4568961187230048E-2]
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[null,"918.5",1094,0,1094,0.15057770000000001,0.28119250000000001,0.18823481910420509,1.4856573441810378E-2]
[null,"927",1094,0,1094,0.16272629999999999,0.2986026,0.20068678574040216,1.5796277346152666E-2]
[null,"935.5",1094,0,1094,0.17929129999999999,0.3320688,0.21806632093235828,1.7229705042784777E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.37568689999999999,0.24185917879341901,1.9194111804873851E-2]
[null,"952.5",1094,0,1094,0.22500229999999999,0.42250979999999999,0.26851851380255931,2.119631045351594E-2]
[null,"961",1094,0,1094,0.2402184,0.44888640000000002,0.28529611672760502,2.1986093141027809E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.45629900000000001,0.29225747870201119,2.1815038037564384E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.45429989999999998,0.29362452239488157,2.1268405312626203E-2]
[null,"986.5",1094,0,1094,0.24405750000000001,0.44506200000000001,0.2901060095978058,2.0531765621472152E-2]
[null,"995",1094,0,1094,0.23712030000000001,0.43070209999999998,0.2829945676416819,1.9706303112824192E-2]
[null,"1003.5",1094,0,1094,0.2282112,0.41294409999999998,0.27353977934186463,1.8835009835830217E-2]
[null,"1012",1094,0,1094,0.21816379999999999,0.39302670000000001,0.26268570201096858,1.7943298327402411E-2]
[null,"1020.5",1094,0,1094,0.20779990000000001,0.3724073,0.25136659488117036,1.7081841068544948E-2]
[null,"1029",1094,0,1094,0.1979291,0.35275099999999998,0.24048854323583174,1.6319337812560338E-2]
[null,"1037.5",1094,0,1094,0.18929760000000001,0.33558379999999999,0.23089981160877499,1.5702876398289139E-2]
[null,"1046",1094,0,1094,0.18246660000000001,0.3221212,0.22323256151736756,1.5259355732681919E-2]
[null,"1054.5",1094,0,1094,0.17764959999999999,0.313106,0.21775514680073121,1.500496411478751E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",506,5,511,0.99021526418786687]
[null,"LOW",5,578,583,0.99142367066895365]
[null,"Total",511,583,1094,0.99085923217550276]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99872110314082685]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",225,2,227,0.99118942731277537]
[null,"LOW",2,241,243,0.99176954732510292]
[null,"Total",227,243,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
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[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
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[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA7","index":58,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:11:35"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.54008089999999997,0.35536113043875706,4.5105357784366432E-2]
[null,"408.5",1094,0,1094,0.28016479999999999,0.57051370000000001,0.36420615447897675,4.9264099534459337E-2]
[null,"417",1094,0,1094,0.28429500000000002,0.59869660000000002,0.37150672961608772,5.3883840278905991E-2]
[null,"425.5",1094,0,1094,0.2816515,0.62555919999999998,0.37173442212065871,6.0247085764069647E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.65052920000000003,0.36480383912248682,6.8315188692651824E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.67353609999999997,0.35747019040219358,7.6397238108416782E-2]
[null,"451",1094,0,1094,0.2468883,0.69263889999999995,0.35234006892138942,8.2743173025273259E-2]
[null,"459.5",1094,0,1094,0.2384426,0.70163390000000003,0.345818298903108,8.6517658969987393E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.70114929999999998,0.33829915749543005,8.8284746234869343E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.69694590000000001,0.33145874963436978,8.8965229910991747E-2]
[null,"485",1094,0,1094,0.2166235,0.68583819999999995,0.32145949186471645,8.7879153782852312E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.65654889999999999,0.30397468647166309,8.3573361985372893E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.60445079999999995,0.27975287851919645,7.5472596515870294E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.53830339999999999,0.25367476864716626,6.464572836103058E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.47252490000000003,0.23181796782449729,5.3346555936031249E-2]
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[null,"536",1094,0,1094,0.14554990000000001,0.37712649999999998,0.20615482376599623,3.5382248296642119E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.34279009999999999,0.19839377632541139,2.8814470366103011E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.3360284,0.19205909917733066,2.3881622203874801E-2]
[null,"561.5",1094,0,1094,0.1333762,0.32837319999999998,0.18533589616087753,2.0897534947435112E-2]
[null,"570",1094,0,1094,0.12776799999999999,0.31969570000000003,0.1777674272394881,1.9353726515279283E-2]
[null,"578.5",1094,0,1094,0.1228098,0.31151240000000002,0.17105832495429596,1.8546798643847305E-2]
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[null,"595.5",1094,0,1094,0.1159259,0.29756529999999998,0.16111655968921379,1.7777484395567589E-2]
[null,"604",1094,0,1094,0.11300880000000001,0.29061480000000001,0.15657069844606958,1.7566309240612359E-2]
[null,"612.5",1094,0,1094,0.11003830000000001,0.28339120000000001,0.15197431846435117,1.7431228305358978E-2]
[null,"621",1094,0,1094,0.1074939,0.27696759999999998,0.14862638674588671,1.7301206128815517E-2]
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[null,"672",1094,0,1094,9.9602700000000002E-2,0.24700349999999999,0.13929081663619747,1.6323003677428279E-2]
[null,"680.5",1094,0,1094,9.8874100000000006E-2,0.24270520000000001,0.13821488692870196,1.6208026567170578E-2]
[null,"689",1094,0,1094,9.8572099999999996E-2,0.24129929999999999,0.13750625868372954,1.6093666032736018E-2]
[null,"697.5",1094,0,1094,9.8797599999999999E-2,0.24112259999999999,0.13730178976234009,1.5977101617163404E-2]
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[null,"799.5",1094,0,1094,0.10588160000000001,0.2434827,0.14266867340036554,1.4819281782482374E-2]
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[null,"816.5",1094,0,1094,0.1074816,0.2441015,0.14393315585009164,1.4732668253531559E-2]
[null,"825",1094,0,1094,0.1111472,0.24670110000000001,0.14735092714808057,1.4722472042118642E-2]
[null,"833.5",1094,0,1094,0.1146707,0.24937110000000001,0.15071216727605088,1.4711801051103009E-2]
[null,"842",1094,0,1094,0.11634559999999999,0.25076619999999999,0.15239192074954311,1.4694460706099786E-2]
[null,"850.5",1094,0,1094,0.11744640000000001,0.25176720000000002,0.15355635630712974,1.4681846537308533E-2]
[null,"859",1094,0,1094,0.1187353,0.25289669999999997,0.15489333235831768,1.4664071128840883E-2]
[null,"867.5",1094,0,1094,0.1207831,0.25457269999999999,0.15694354899451585,1.4631710956449958E-2]
[null,"876",1094,0,1094,0.12396160000000001,0.25712180000000001,0.1600860959780625,1.4577822824122106E-2]
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[null,"927",1094,0,1094,0.16350219999999999,0.29298160000000001,0.20077069552102381,1.5706883665092621E-2]
[null,"935.5",1094,0,1094,0.1793874,0.30999270000000001,0.21811372806215715,1.7086755605967136E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.3442906,0.24185968263254104,1.8976582869588938E-2]
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[null,"978",1094,0,1094,0.24770780000000001,0.40801739999999997,0.29358802696526493,2.0892766965779821E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",506,4,510,0.99215686274509807]
[null,"LOW",6,578,584,0.98972602739726023]
[null,"Total",512,582,1094,0.99085923217550276]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99826752618855619]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",224,4,228,0.98245614035087714]
[null,"LOW",2,240,242,0.99173553719008267]
[null,"Total",226,244,470,0.98723404255319147]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[463,2.6757051658831039,-0.89342324393298445,0.44921588039634452,463,2.6757051658831039,-0.63174563425469676,0.31764359524494051]
[464,2.6882967196049061,-0.8990085964067277,0.43793098039166556,464,2.6882967196049061,-0.63569507486419763,0.30966396592661993]
[465,2.7008882733267092,-0.90445141544534879,0.42657664856260591,465,2.7008882733267092,-0.63954372911517787,0.3016352408944496]
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[471,2.776437595657526,-0.93406840211581788,0.35709413348415964,471,2.776437595657526,-0.66048610122817819,0.25250368330858364]
[472,2.7890291493793291,-0.93849060726947464,0.34530476403746974,472,2.7890291493793291,-0.66361307248012702,0.24416734022691572]
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[477,2.8519869179883428,-0.95835654181499241,0.28557440144454255,477,2.8519869179883428,-0.67766040951187068,0.20193159579472558]
[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
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[484,2.9401277940409627,-0.97977450375918906,0.20010477701303092,484,2.9401277940409627,-0.69280519564180754,0.14149544477373624]
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[486,2.965310901484568,-0.98450256659631907,0.17537016954220097,486,2.965310901484568,-0.69614844093581829,0.12400543610112492]
[487,2.9779024552063711,-0.98663264711367571,0.16296017810944194,487,2.9779024552063711,-0.69765463531411454,0.11523024700455406]
[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
[491,3.0282686700935817,-0.99358570632947618,0.11308158195637352,491,3.0282686700935817,-0.7025711906355987,7.9960753428654108E-2]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA6","index":64,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:11:11"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.59537969999999996,0.35612576087751385,4.6614790339081211E-2]
[null,"408.5",1094,0,1094,0.28016479999999999,0.62383,0.36508589625228532,5.0875098625113975E-2]
[null,"417",1094,0,1094,0.28429500000000002,0.64755589999999996,0.37249361846435125,5.5555412401075623E-2]
[null,"425.5",1094,0,1094,0.2816515,0.66782149999999996,0.37287117659963426,6.2005673296877457E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.68508599999999997,0.36614065402193818,7.0193113715958669E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35899782687385756,7.8354977824780042E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35401155292504594,8.473620156296352E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34758639049360135,8.853754078036756E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.3401212276051187,9.0329885874755225E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33331106261425986,9.1007200595751667E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32332564241316314,8.9858168880242048E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30580927614259601,8.5456126970106627E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28148434579524689,7.7312351246868374E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25524004643510029,6.6534923845997393E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.54249389999999997,0.23315546069469831,5.5285036743387146E-2]
[null,"527.5",1094,0,1094,0.15368019999999999,0.49784279999999997,0.21761544085923226,4.5252651186143231E-2]
[null,"536",1094,0,1094,0.14554990000000001,0.4541965,0.20691102001828182,3.6911675325509728E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.41006559999999997,0.19887129515539306,2.9954694430119232E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.368448,0.19230219643510033,2.4654519392306777E-2]
[null,"561.5",1094,0,1094,0.1333762,0.33418680000000001,0.18541175822669098,2.1400597935466226E-2]
[null,"570",1094,0,1094,0.12776799999999999,0.31969570000000003,0.17773703117001813,1.9680678620951058E-2]
[null,"578.5",1094,0,1094,0.1228098,0.31151240000000002,0.17096419232175505,1.876044396378097E-2]
[null,"587",1094,0,1094,0.1189992,0.30424509999999999,0.16548234689213889,1.821312138600116E-2]
[null,"595.5",1094,0,1094,0.1159259,0.29756529999999998,0.16097634131627059,1.7845451666265087E-2]
[null,"604",1094,0,1094,0.11300880000000001,0.29061480000000001,0.15642203647166383,1.7585307575566537E-2]
[null,"612.5",1094,0,1094,0.11003830000000001,0.28339120000000001,0.15182133811700188,1.7416320417208579E-2]
[null,"621",1094,0,1094,0.1076809,0.27696759999999998,0.14846778107861058,1.7253614949120009E-2]
[null,"629.5",1094,0,1094,0.10591250000000001,0.27128340000000001,0.146219753199269,1.705437167416746E-2]
[null,"638",1094,0,1094,0.10444730000000001,0.26595390000000002,0.14448715594149922,1.6837926311238722E-2]
[null,"646.5",1094,0,1094,0.1031164,0.26087009999999999,0.14295417504570376,1.6626645278837209E-2]
[null,"655",1094,0,1094,0.10197100000000001,0.25611070000000002,0.14161584332723962,1.643557826418969E-2]
[null,"663.5",1094,0,1094,0.10089579999999999,0.25150359999999999,0.14034014268738584,1.6267085624801031E-2]
[null,"672",1094,0,1094,9.9865700000000002E-2,0.24700349999999999,0.1390731536563074,1.6121722082948715E-2]
[null,"680.5",1094,0,1094,9.90732E-2,0.24270520000000001,0.13799098628884821,1.5988368249379933E-2]
[null,"689",1094,0,1094,9.8674100000000001E-2,0.23872879999999999,0.13727523199268749,1.5858222628011044E-2]
[null,"697.5",1094,0,1094,9.8797599999999999E-2,0.2351558,0.13706217321755021,1.573048854354717E-2]
[null,"706",1094,0,1094,9.9612800000000001E-2,0.23203550000000001,0.13748381745886681,1.5602455341856248E-2]
[null,"714.5",1094,0,1094,0.1013612,0.22954669999999999,0.13884606270566727,1.5470265367902396E-2]
[null,"723",1094,0,1094,0.10427889999999999,0.2278973,0.14146726608775129,1.534018619258383E-2]
[null,"731.5",1094,0,1094,0.1081085,0.2268635,0.14497642349177295,1.5215933672786683E-2]
[null,"740",1094,0,1094,0.11057160000000001,0.22506119999999999,0.14722890996343679,1.5073059752248697E-2]
[null,"748.5",1094,0,1094,0.11132450000000001,0.2222518,0.14789428199268728,1.4930273679839503E-2]
[null,"757",1094,0,1094,0.11119950000000001,0.21902150000000001,0.14774984707495434,1.4828188901319591E-2]
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[null,"782.5",1094,0,1094,0.107983,0.2155668,0.14458740877513693,1.4662358295501084E-2]
[null,"791",1094,0,1094,0.1067409,0.2144008,0.14331352157221194,1.4607518976023495E-2]
[null,"799.5",1094,0,1094,0.10588160000000001,0.2134741,0.14234408098720278,1.4551745818661961E-2]
[null,"808",1094,0,1094,0.1059132,0.21330950000000001,0.14222332257769632,1.4499136000579621E-2]
[null,"816.5",1094,0,1094,0.1074816,0.2144722,0.1435985340036563,1.4471834953548228E-2]
[null,"825",1094,0,1094,0.1111472,0.2176054,0.14700565274223035,1.448882493325088E-2]
[null,"833.5",1094,0,1094,0.1146707,0.22076460000000001,0.15035769159049359,1.4505371828243839E-2]
[null,"842",1094,0,1094,0.11634559999999999,0.22253800000000001,0.15203178199268735,1.4500879625024332E-2]
[null,"850.5",1094,0,1094,0.11744640000000001,0.2246698,0.15319136334552094,1.4496536839987046E-2]
[null,"859",1094,0,1094,0.1187353,0.22685440000000001,0.15452409616087739,1.4485808268300714E-2]
[null,"867.5",1094,0,1094,0.1207831,0.2297912,0.1565708054844607,1.4460924576501692E-2]
[null,"876",1094,0,1094,0.12396160000000001,0.23390230000000001,0.1597107771480803,1.4415520765440766E-2]
[null,"884.5",1094,0,1094,0.12808539999999999,0.2387476,0.16376577851919558,1.4341301277562647E-2]
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[null,"927",1094,0,1094,0.16350219999999999,0.2986026,0.20036598500914038,1.5758945150435931E-2]
[null,"935.5",1094,0,1094,0.1793874,0.3320688,0.21768679570383931,1.7277868264724799E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.37568689999999999,0.24140964670932355,1.9329118625346073E-2]
[null,"952.5",1094,0,1094,0.22500229999999999,0.42250979999999999,0.26801039003656307,2.1412074688308393E-2]
[null,"961",1094,0,1094,0.2402184,0.44888640000000002,0.28477405712979875,2.2235269678695543E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.45629900000000001,0.29174755895795262,2.2052176931372985E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.45429989999999998,0.29313669414990862,2.1478220757031138E-2]
[null,"986.5",1094,0,1094,0.24439610000000001,0.44506200000000001,0.28964479177330887,2.0708186907067151E-2]
[null,"995",1094,0,1094,0.2378535,0.43070209999999998,0.28256169223034722,1.9846399263554571E-2]
[null,"1003.5",1094,0,1094,0.22926959999999999,0.41294409999999998,0.27313638839122456,1.8936748789750865E-2]
[null,"1012",1094,0,1094,0.2195029,0.39302670000000001,0.26231211691042089,1.8003440261856893E-2]
[null,"1020.5",1094,0,1094,0.20938290000000001,0.3724073,0.25102169268738578,1.7098163059226318E-2]
[null,"1029",1094,0,1094,0.1996984,0.35275099999999998,0.24016895813528316,1.6293825354994722E-2]
[null,"1037.5",1094,0,1094,0.19118450000000001,0.33558379999999999,0.23060064707495426,1.5641176728330496E-2]
[null,"1046",1094,0,1094,0.18439920000000001,0.3221212,0.22294744149908599,1.517106166881387E-2]
[null,"1054.5",1094,0,1094,0.17954239999999999,0.313106,0.21747655228519208,1.4902754772260461E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",512,3,515,0.99417475728155336]
[null,"LOW",6,573,579,0.98963730569948183]
[null,"Total",518,576,1094,0.99177330895795246]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99960427251537332]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",220,3,223,0.98654708520179368]
[null,"LOW",1,246,247,0.99595141700404854]
[null,"Total",221,249,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA5","index":70,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:10:38"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35449606288848212,4.5077351449022418E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36324918345520985,4.9383511341419183E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37047439990859204,5.4110802000113478E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37071416636197452,6.0538806052494544E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36386682861060282,6.8618722784002897E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35660987888482681,7.6652150132702893E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35152867605118815,8.2960898843110822E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34504594625228546,8.6743650355410887E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.33754001709323589,8.8503871397425993E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33067450914076785,8.9144558965559645E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32064931407678204,8.8058185105601816E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.3031702437842777,8.3820518763416507E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.27896876170018314,7.5807170767150128E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.252885364351006,6.5036700670912051E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23098045703839148,5.3767927269376722E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21565622038391236,4.3869029246882789E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20519707952467992,3.5800402693593802E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19740290493601467,2.911404181239436E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.368448,0.19105013555758676,2.4005031260076765E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.33418680000000001,0.184325532723949,2.0873018413744195E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17676324122486295,1.9233843870463056E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17006315932358324,1.8352969074853388E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16462501106032901,1.7820693306964085E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16014649314442403,1.7466209949127655E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15562182221206583,1.7207511482974953E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15105137806215718,1.7031051013763829E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14771667184643517,1.6875216080556279E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14547873354661792,1.669751669782879E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14375199899451568,1.650847201805028E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.14222231096892127,1.6324458995255118E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14088555868372926,1.6154900573394988E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.13961016005484475,1.6003176653423025E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13834360246800709,1.5872815144312883E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13726453391224869,1.5756508132420032E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.13655490813528365,1.564552493553107E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13634898738574039,1.5535406060148298E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.13677813053016447,1.5420099399302625E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.13814900767824492,1.5293736793024877E-2]
[null,"723",1094,0,1094,0.1023831,0.24405930000000001,0.14078064835466184,1.5161025334144537E-2]
[null,"731.5",1094,0,1094,0.1063345,0.24647939999999999,0.14430027623400346,1.502824435518838E-2]
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[null,"774",1094,0,1094,0.1075199,0.2464076,0.14518711965265063,1.4566570498850268E-2]
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[null,"791",1094,0,1094,0.10504479999999999,0.24408969999999999,0.14265152888482616,1.4476345250132404E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2434827,0.14168385767824507,1.4431423977389722E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.243227,0.14156647312614268,1.4382783546794849E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.14294836910420472,1.4345642021107431E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.24670110000000001,0.14636539414990851,1.4335448677008535E-2]
[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.14972453135283398,1.4325655706498422E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15140177705667254,1.4310318655933491E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.15256380502742217,1.4300088949092245E-2]
[null,"859",1094,0,1094,0.1175223,0.25289669999999997,0.15389858308957968,1.4285958768939792E-2]
[null,"867.5",1094,0,1094,0.1195486,0.25457269999999999,0.15594686087751361,1.4259613003992344E-2]
[null,"876",1094,0,1094,0.12266589999999999,0.25712180000000001,0.1590874289762341,1.421552121310023E-2]
[null,"884.5",1094,0,1094,0.12667690000000001,0.26041219999999998,0.16314118254113344,1.4147658594653242E-2]
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[null,"918.5",1094,0,1094,0.15057770000000001,0.28119250000000001,0.18733736764168213,1.4474283120992814E-2]
[null,"927",1094,0,1094,0.16272629999999999,0.29298160000000001,0.19975258564899426,1.5336622326338182E-2]
[null,"935.5",1094,0,1094,0.17929129999999999,0.30999270000000001,0.21707888811700168,1.6665941182543109E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.3442906,0.24079861160877503,1.8498730198273351E-2]
[null,"952.5",1094,0,1094,0.22500229999999999,0.38379930000000001,0.26738185740402193,2.035925779730401E-2]
[null,"961",1094,0,1094,0.2402184,0.4053486,0.28412162650822692,2.1076465474458898E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.41076869999999999,0.29107617276051212,2.090163286285816E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.40801739999999997,0.29245200127970727,2.0384268577776817E-2]
[null,"986.5",1094,0,1094,0.24405750000000001,0.39903660000000002,0.28895371060329084,1.969794038956154E-2]
[null,"995",1094,0,1094,0.23712030000000001,0.38589289999999998,0.28187020786106043,1.8934532703671292E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",499,1,500,0.998]
[null,"LOW",0,594,594,1]
[null,"Total",499,595,1094,0.9990859232175503]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1.0000000000000009]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",238,0,238,1]
[null,"LOW",0,232,232,1]
[null,"Total",238,232,470,1]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[476,2.8393953642665397,-0.95468484003346987,0.29761864224249818,476,2.8393953642665397,-0.67506412428366136,0.21044816013720369]
[477,2.8519869179883428,-0.95835654181499241,0.28557440144454255,477,2.8519869179883428,-0.67766040951187068,0.20193159579472558]
[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
[484,2.9401277940409627,-0.97977450375918906,0.20010477701303092,484,2.9401277940409627,-0.69280519564180754,0.14149544477373624]
[485,2.9527193477627649,-0.98221639799119032,0.18775235688856662,485,2.9527193477627649,-0.69453187561219598,0.13276096473966234]
[486,2.965310901484568,-0.98450256659631907,0.17537016954220097,486,2.965310901484568,-0.69614844093581829,0.12400543610112492]
[487,2.9779024552063711,-0.98663264711367571,0.16296017810944194,487,2.9779024552063711,-0.69765463531411454,0.11523024700455406]
[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
[491,3.0282686700935817,-0.99358570632947618,0.11308158195637352,491,3.0282686700935817,-0.7025711906355987,7.9960753428654108E-2]
[492,3.0408602238153848,-0.99493077743107128,0.10056216047999419,492,3.0408602238153848,-0.70352229953271461,7.1108185606173782E-2]
[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA4","index":76,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:10:16"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.57313329999999996,0.35581098519195586,4.5668904995574966E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.59211559999999996,0.36458817751371098,4.9893701207454004E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.60821570000000003,0.37181621307129803,5.4542013530223116E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62191620000000003,0.37197943519195592,6.0894361615732077E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.63146539999999995,0.36498209515539315,6.8921510189579135E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.65253450000000002,0.35755824780621609,7.6917431507462913E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.6715719,0.35235660585009149,8.3212400980810286E-2]
[null,"459.5",1094,0,1094,0.240037,0.68042919999999996,0.34581019405850089,8.7011538481094483E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.68063779999999996,0.33828151252285205,8.8796792609553588E-2]
[null,"476.5",1094,0,1094,0.2263259,0.67752219999999996,0.33142290502742222,8.9468050989937667E-2]
[null,"485",1094,0,1094,0.21945029999999999,0.66729510000000003,0.32143960648994579,8.8465530794895941E-2]
[null,"493.5",1094,0,1094,0.20581260000000001,0.63969960000000003,0.30404364716636229,8.4349694604699238E-2]
[null,"502",1094,0,1094,0.18977859999999999,0.591275,0.27997659808043868,7.6450422664553611E-2]
[null,"510.5",1094,0,1094,0.17503170000000001,0.52961119999999995,0.2540795086837293,6.5777828328314261E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.46642909999999999,0.23235026014625235,5.4511338475349724E-2]
[null,"527.5",1094,0,1094,0.1487832,0.41484460000000001,0.21711345292504564,4.4461056650762061E-2]
[null,"536",1094,0,1094,0.1427059,0.37712649999999998,0.20663769707495422,3.6186695176431118E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.34279009999999999,0.19876519323583169,2.9369635561529543E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.3360284,0.19231836133455188,2.4246927200710446E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.32837319999999998,0.18551015914076779,2.1162083029360745E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17788353180987185,1.9570218286557889E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.171134408775137,1.8735493912913979E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16565724506398558,1.8248395414385606E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.161147279890311,1.793091764292103E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15659440603290675,1.7701305479861706E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.15199988436928707,1.7546433402922251E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14865019131627052,1.7404183831770247E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14640501819012791,1.7233864465442332E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.144676867276051,1.7048326099424627E-2]
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[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14181895091407695,1.6697759381912963E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14055042148080432,1.6548006380971966E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13928904433272399,1.6419588542874407E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13821035840950632,1.6301957871264552E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.13749693117001816,1.6184653388725972E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13728641992687365,1.6065760459902108E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.13771136416819013,1.5942804463752232E-2]
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[null,"723",1094,0,1094,0.1023831,0.24405930000000001,0.14170474881170009,1.5674407112219291E-2]
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[null,"799.5",1094,0,1094,0.1042116,0.2434827,0.14258676608775156,1.4940213428942518E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.243227,0.14246828930530159,1.4891591035179969E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.14384816535648978,1.4855378902391849E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.24670110000000001,0.14726267340036545,1.484984129499033E-2]
[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.150618997989031,1.4845958016972695E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15229474021937844,1.4833175318628345E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.15345591809871992,1.4823945661387386E-2]
[null,"859",1094,0,1094,0.1175223,0.25289669999999997,0.15478951462522844,1.4809658763021868E-2]
[null,"867.5",1094,0,1094,0.1195486,0.25457269999999999,0.15683536873857412,1.4781843313993107E-2]
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[null,"927",1094,0,1094,0.16272629999999999,0.2986026,0.20065070585009151,1.5910619131638493E-2]
[null,"935.5",1094,0,1094,0.17929129999999999,0.3320688,0.21801237449725769,1.7314645720757624E-2]
[null,"944",1094,0,1094,0.2015091,0.37568689999999999,0.24178189670932373,1.9246865300482124E-2]
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[null,"961",1094,0,1094,0.24093400000000001,0.44888640000000002,0.28517758491773237,2.1995791730276864E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",503,3,506,0.99407114624505932]
[null,"LOW",5,583,588,0.99149659863945583]
[null,"Total",508,586,1094,0.99268738574040216]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99961348175633302]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",229,3,232,0.98706896551724133]
[null,"LOW",2,236,238,0.99159663865546221]
[null,"Total",231,239,470,0.98936170212765961]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[464,2.6882967196049061,-0.8990085964067277,0.43793098039166556,464,2.6882967196049061,-0.63569507486419763,0.30966396592661993]
[465,2.7008882733267092,-0.90445141544534879,0.42657664856260591,465,2.7008882733267092,-0.63954372911517787,0.3016352408944496]
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[471,2.776437595657526,-0.93406840211581788,0.35709413348415964,471,2.776437595657526,-0.66048610122817819,0.25250368330858364]
[472,2.7890291493793291,-0.93849060726947464,0.34530476403746974,472,2.7890291493793291,-0.66361307248012702,0.24416734022691572]
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[477,2.8519869179883428,-0.95835654181499241,0.28557440144454255,477,2.8519869179883428,-0.67766040951187068,0.20193159579472558]
[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
[484,2.9401277940409627,-0.97977450375918906,0.20010477701303092,484,2.9401277940409627,-0.69280519564180754,0.14149544477373624]
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[486,2.965310901484568,-0.98450256659631907,0.17537016954220097,486,2.965310901484568,-0.69614844093581829,0.12400543610112492]
[487,2.9779024552063711,-0.98663264711367571,0.16296017810944194,487,2.9779024552063711,-0.69765463531411454,0.11523024700455406]
[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
[491,3.0282686700935817,-0.99358570632947618,0.11308158195637352,491,3.0282686700935817,-0.7025711906355987,7.9960753428654108E-2]
[492,3.0408602238153848,-0.99493077743107128,0.10056216047999419,492,3.0408602238153848,-0.70352229953271461,7.1108185606173782E-2]
[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA3","index":82,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 13:09:52"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.59537969999999996,0.35610762714808059,4.5857132756871706E-2]
[null,"408.5",1094,0,1094,0.28016479999999999,0.62383,0.36513250466179131,5.0101850514990567E-2]
[null,"417",1094,0,1094,0.28429500000000002,0.64755589999999996,0.37262105411334567,5.4786388641436798E-2]
[null,"425.5",1094,0,1094,0.2816515,0.66782149999999996,0.37307875402193769,6.125451301198008E-2]
[null,"434",1094,0,1094,0.26911600000000002,0.68508599999999997,0.36641087129798866,6.945304821588448E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35931139625228575,7.7607138867055822E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35435324323583117,8.3996344390990241E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34793859186471671,8.7824776038938276E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.34047158336380223,8.9618997915787396E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.3336387424131621,9.028683082489751E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.323596587842779,8.9194945240247903E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30600230676416801,8.4906048708226323E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28158782148080436,7.6830365452090002E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25522275484460644,6.6004202355536321E-2]
[null,"519",1094,0,1094,0.16201940000000001,0.54249389999999997,0.23300654451553923,5.4637323134241779E-2]
[null,"527.5",1094,0,1094,0.15368019999999999,0.49784279999999997,0.21738463793418666,4.4565300732451615E-2]
[null,"536",1094,0,1094,0.14554990000000001,0.4541965,0.20667227705667282,3.629421784314428E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.41006559999999997,0.19867353272394891,2.9438924429783065E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.368448,0.19216090393053026,2.4229712617533938E-2]
[null,"561.5",1094,0,1094,0.1333762,0.33418680000000001,0.18531699478976221,2.1045147454000046E-2]
[null,"570",1094,0,1094,0.12776799999999999,0.3081275,0.17766933473491778,1.9376029946010433E-2]
[null,"578.5",1094,0,1094,0.1228098,0.28894160000000002,0.17091165310786102,1.8494870434697629E-2]
[null,"587",1094,0,1094,0.1189992,0.27443640000000002,0.16544029597806204,1.7983029582839854E-2]
[null,"595.5",1094,0,1094,0.1159259,0.26277099999999998,0.16094171544789757,1.7652690520345331E-2]
[null,"604",1094,0,1094,0.11300880000000001,0.25756659999999998,0.15638937733089561,1.7427447416079541E-2]
[null,"612.5",1094,0,1094,0.11003830000000001,0.25367620000000002,0.15178585612431431,1.729039047457278E-2]
[null,"621",1094,0,1094,0.1076809,0.25080170000000002,0.14843144204753231,1.7159570993215589E-2]
[null,"629.5",1094,0,1094,0.10591250000000001,0.2488406,0.14618706956124311,1.6991865373364071E-2]
[null,"638",1094,0,1094,0.10444730000000001,0.24729889999999999,0.14446184771480777,1.6806869588780676E-2]
[null,"646.5",1094,0,1094,0.1031164,0.24593770000000001,0.1429394272394881,1.6626982852365413E-2]
[null,"655",1094,0,1094,0.10197100000000001,0.24475669999999999,0.14161284524680079,1.6466295810760732E-2]
[null,"663.5",1094,0,1094,0.10089579999999999,0.2436769,0.14034868089579502,1.6327659087162952E-2]
[null,"672",1094,0,1094,9.9865700000000002E-2,0.24267140000000001,0.13909102797074971,1.6211612630595621E-2]
[null,"680.5",1094,0,1094,9.90732E-2,0.24183979999999999,0.13801555859232206,1.6105582056587672E-2]
[null,"689",1094,0,1094,9.8674100000000001E-2,0.24129929999999999,0.13730657998171841,1.5999947381022527E-2]
[null,"697.5",1094,0,1094,9.8797599999999999E-2,0.24112259999999999,0.13710253126142621,1.5894863008055218E-2]
[null,"706",1094,0,1094,9.9612800000000001E-2,0.24137130000000001,0.13753508802559389,1.5788130732755413E-2]
[null,"714.5",1094,0,1094,0.1013612,0.24226619999999999,0.13890993089579506,1.5675891495288356E-2]
[null,"723",1094,0,1094,0.10427889999999999,0.24405930000000001,0.14154598784277897,1.5564757290469558E-2]
[null,"731.5",1094,0,1094,0.1081085,0.24647939999999999,0.14507073519195593,1.5458746567094877E-2]
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[null,"757",1094,0,1094,0.11119950000000001,0.24800630000000001,0.14785771782449747,1.5114511588399661E-2]
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[null,"791",1094,0,1094,0.1067409,0.24408969999999999,0.14343332714808046,1.4930861709828642E-2]
[null,"799.5",1094,0,1094,0.10588160000000001,0.2434827,0.14246507568555772,1.488646386487944E-2]
[null,"808",1094,0,1094,0.1059132,0.243227,0.14234728930530177,1.4842571313990464E-2]
[null,"816.5",1094,0,1094,0.1074816,0.2441015,0.1437295752285194,1.4820969951850936E-2]
[null,"825",1094,0,1094,0.1111472,0.24670110000000001,0.14715028089579493,1.4841294747793938E-2]
[null,"833.5",1094,0,1094,0.1146707,0.24937110000000001,0.15051531681901253,1.4861414425789031E-2]
[null,"842",1094,0,1094,0.11634559999999999,0.25076619999999999,0.15219715758683727,1.4860473805773159E-2]
[null,"850.5",1094,0,1094,0.11744640000000001,0.25176720000000002,0.1533627441499085,1.4858750300802182E-2]
[null,"859",1094,0,1094,0.1187353,0.25289669999999997,0.15469998308957938,1.4850426737933015E-2]
[null,"867.5",1094,0,1094,0.1207831,0.25457269999999999,0.15674912851919548,1.4828295752482842E-2]
[null,"876",1094,0,1094,0.12396160000000001,0.25712180000000001,0.15988917577696549,1.4786454420539582E-2]
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[null,"927",1094,0,1094,0.16350219999999999,0.2986026,0.2006158276051187,1.6133329859289516E-2]
[null,"935.5",1094,0,1094,0.1793874,0.3320688,0.21800646828153572,1.7650977390350549E-2]
[null,"944",1094,0,1094,0.20090649999999999,0.37568689999999999,0.24181351261425954,1.9713167925491624E-2]
[null,"952.5",1094,0,1094,0.22500229999999999,0.42250979999999999,0.26849750575868381,2.1814686207435322E-2]
[null,"961",1094,0,1094,0.2402184,0.44888640000000002,0.28529662404021955,2.2646230353060088E-2]
[null,"969.5",1094,0,1094,0.24652640000000001,0.45629900000000001,0.292264978153565,2.2461098275278896E-2]
[null,"978",1094,0,1094,0.24770780000000001,0.45429989999999998,0.2936341475319928,2.1879298060383155E-2]
[null,"986.5",1094,0,1094,0.24439610000000001,0.44506200000000001,0.2901148499085926,2.1098531176980465E-2]
[null,"995",1094,0,1094,0.2378535,0.43070209999999998,0.28299934488117046,2.0227131911665124E-2]
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[null,"1029",1094,0,1094,0.1996984,0.35275099999999998,0.24045366553930553,1.6671606622922403E-2]
[null,"1037.5",1094,0,1094,0.19118450000000001,0.33558379999999999,0.23085367952467994,1.6025151265847238E-2]
[null,"1046",1094,0,1094,0.18439920000000001,0.3221212,0.22317714954296156,1.5560791806544419E-2]
[null,"1054.5",1094,0,1094,0.17954239999999999,0.313106,0.2176935064899452,1.5295592737771996E-2]
[null,"1063",1094,0,1094,0.17670240000000001,0.30886740000000001,0.21452172202925043,1.5229177993785007E-2]
[null,"1071.5",1094,0,1094,0.17615939999999999,0.3097048,0.21395892659963422,1.5355656480148236E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",504,5,509,0.99017681728880158]
[null,"LOW",3,582,585,0.99487179487179489]
[null,"Total",507,587,1094,0.99268738574040216]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99990932446726921]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",229,0,229,1]
[null,"LOW",1,240,241,0.99585062240663902]
[null,"Total",230,240,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
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[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA2","index":88,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 09:01:58"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.57313329999999996,0.35589152047531997,4.6179526694401112E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.59211559999999996,0.36485467020109685,5.0559948983245853E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.60821570000000003,0.37227589058500932,5.5358862377321794E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.62555919999999998,0.37268741005484374,6.1874411422533873E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.65052920000000003,0.36599974963436954,7.0088459095973166E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.67353609999999997,0.35890031069469885,7.8272870681287229E-2]
[null,"451",1094,0,1094,0.2468883,0.69263889999999995,0.3539416782449728,8.4674722514937864E-2]
[null,"459.5",1094,0,1094,0.2384426,0.70163390000000003,0.34752252797075006,8.8481483774704189E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.70114929999999998,0.34006342495429603,9.0265647484090078E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.69694590000000001,0.33325822056672783,9.0923512537948947E-2]
[null,"485",1094,0,1094,0.2166235,0.68583819999999995,0.32324197175502795,8.9743708013904314E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.65654889999999999,0.30565027349177332,8.5292970887756031E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.60445079999999995,0.28121588564899413,7.7034235883703908E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.53830339999999999,0.25482485950639866,6.6028225496659029E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.47252490000000003,0.23259329341864693,5.4512470599755274E-2]
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[null,"536",1094,0,1094,0.1427059,0.36841420000000002,0.20627337440585031,3.6038312871567529E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.34279009999999999,0.19829037888482634,2.9211933781017538E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.3360284,0.19179190676416807,2.4082167678833373E-2]
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[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13877414451553904,1.6279086117478862E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13770038683729433,1.6165483609825403E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.24129929999999999,0.13699436133455231,1.6052156032556348E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.24112259999999999,0.13679291334552088,1.5938311463583456E-2]
[null,"706",1094,0,1094,9.76133E-2,0.24137130000000001,0.13722720987202899,1.5818031786875009E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.24226619999999999,0.138602924131627,1.5684071555642935E-2]
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[null,"816.5",1094,0,1094,0.1059745,0.2441015,0.1434346945155395,1.4709171722553788E-2]
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[null,"833.5",1094,0,1094,0.1134211,0.24937110000000001,0.15021604890310811,1.4674936003586648E-2]
[null,"842",1094,0,1094,0.1151182,0.25076619999999999,0.15189533171846462,1.4658726208634808E-2]
[null,"850.5",1094,0,1094,0.1162323,0.25176720000000002,0.15305912723948831,1.4647530997244267E-2]
[null,"859",1094,0,1094,0.1175223,0.25289669999999997,0.1543947716636194,1.463124158740413E-2]
[null,"867.5",1094,0,1094,0.1195486,0.25457269999999999,0.15644229414990862,1.4600192707389867E-2]
[null,"876",1094,0,1094,0.12266589999999999,0.25712180000000001,0.1595799167276051,1.4548481162835599E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",515,0,515,1]
[null,"LOW",0,579,579,1]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99999999999998812]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
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[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
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{"sheet":"PLS-DA1","index":94,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 09:01:22"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35599488318098732,4.588335181308148E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36513304305301664,5.0520109728719391E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37273788793418655,5.5583601122051747E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37336653327239511,6.2410723594874845E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.36693844945155352,7.0940213146333919E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.6985884,0.3601005077696523,7.9419488805695909E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.709291,0.35535963829981715,8.6078170001253354E-2]
[null,"459.5",1094,0,1094,0.240037,0.71422850000000004,0.34907836343692877,9.0059182874249452E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.71342430000000001,0.34167667696526483,9.1937487266862572E-2]
[null,"476.5",1094,0,1094,0.2263259,0.70903499999999997,0.33488405164533847,9.2681819339249266E-2]
[null,"485",1094,0,1094,0.21945029999999999,0.69722139999999999,0.32484661051188363,9.1607999813742666E-2]
[null,"493.5",1094,0,1094,0.20581260000000001,0.67219700000000004,0.30716111946983549,8.7186896373192699E-2]
[null,"502",1094,0,1094,0.18977859999999999,0.63436619999999999,0.28251542486288855,7.8771104970418782E-2]
[null,"510.5",1094,0,1094,0.17503170000000001,0.58897330000000003,0.25581016060329087,6.743864243577094E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23323272413162713,5.5543272453265492E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21730805511883,4.5035258150768247E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20637474606946968,3.6425831320557198E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19820821636197436,2.9254083407935103E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.368448,0.1915634052102376,2.3714199091541828E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.33418680000000001,0.18463305575868369,2.0254331810435663E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.3081275,0.1769411150822669,1.8410776364816347E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.28894160000000002,0.1701557466179158,1.7425218485519495E-2]
[null,"587",1094,0,1094,0.1182256,0.27443640000000002,0.16465692385740402,1.6846511486099888E-2]
[null,"595.5",1094,0,1094,0.1150062,0.26277099999999998,0.16013747458866562,1.6478611543145127E-2]
[null,"604",1094,0,1094,0.1117904,0.2525888,0.15558089296160849,1.6230346845450855E-2]
[null,"612.5",1094,0,1094,0.1085344,0.24343999999999999,0.15098542120658137,1.6079284890480928E-2]
[null,"621",1094,0,1094,0.1060473,0.23575450000000001,0.14764079606946992,1.594980293395382E-2]
[null,"629.5",1094,0,1094,0.1042478,0.22922999999999999,0.14540495521023769,1.5795056727159494E-2]
[null,"638",1094,0,1094,0.1027983,0.22344349999999999,0.14368742522851893,1.5627145550347055E-2]
[null,"646.5",1094,0,1094,0.1014828,0.21819959999999999,0.14217185466179166,1.5464178462117742E-2]
[null,"655",1094,0,1094,0.1003462,0.2134586,0.14085204945155388,1.5318367261906392E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.20901990000000001,0.13959488564899458,1.5192934918743744E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.20488310000000001,0.13834571115173686,1.5088019055321538E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.20122100000000001,0.13728126892138953,1.4991866257495708E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.20071530000000001,0.13658426809872024,1.489530371057783E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.20078660000000001,0.1363921351919562,1.479854976046723E-2]
[null,"706",1094,0,1094,9.76133E-2,0.20158999999999999,0.13683804296160876,1.469994184460993E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.20349990000000001,0.13822985703839108,1.4595080318480913E-2]
[null,"723",1094,0,1094,0.1023831,0.20691950000000001,0.14088728372943329,1.448921079919485E-2]
[null,"731.5",1094,0,1094,0.1063345,0.21123729999999999,0.14443483976233978,1.4386688253724767E-2]
[null,"740",1094,0,1094,0.1088097,0.21346519999999999,0.14671246151736742,1.4269558131310985E-2]
[null,"748.5",1094,0,1094,0.1095291,0.21358379999999999,0.1473918486288848,1.4155259003087039E-2]
[null,"757",1094,0,1094,0.1093928,0.213032,0.14725859917733083,1.4077093864930289E-2]
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[null,"Obs1106",1,"LOW","LOW",-0.26980264617123217,1.2698026461712288,0.17659266098286486,0.82340733901713525]
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[null,"Obs1320",1,"HIGH","HIGH",0.52320713808232777,0.47679286191767167,0.51160148637357028,0.48839851362642961]
[null,"Obs1451",1,"LOW","LOW",1.9190039939720627E-2,0.98080996006027821,0.27655397713547669,0.7234460228645232]
[null,"Obs1504",1,"LOW","LOW",6.1864309152514618E-2,0.93813569084748094,0.29395103563681346,0.70604896436318643]
[null,"Obs1508",1,"LOW","LOW",0.34297636747199906,0.65702363252800078,0.42212715603664369,0.57787284396335636]
[null,"Obs1513",1,"LOW","LOW",0.15106110519748744,0.84893889480251405,0.33228291702259616,0.66771708297740373]
[null,"Obs1515",1,"LOW","LOW",0.15559160120676968,0.84440839879322915,0.33429633418298887,0.66570366581701113]
[null,"Obs1518",1,"LOW","LOW",0.16492015213117045,0.83507984786882661,0.33846108317205975,0.66153891682794019]
[null,"Obs1519",1,"LOW","LOW",0.18675215562586961,0.813247844374128,0.3483055537637445,0.6516944462362555]
[null,"Obs1520",1,"LOW","LOW",0.24554001969385936,0.75445998030614048,0.37544674608489637,0.62455325391510363]
[null,"Obs1523",1,"LOW","LOW",0.17702864616985009,0.82297135383014797,0.34390442044243746,0.65609557955756248]
[null,"Obs1524",1,"LOW","LOW",-7.3796653432820325E-2,1.0737966534328152,0.24092894989307917,0.75907105010692089]
[null,"Obs1529",1,"LOW","LOW",5.7111135134175151E-2,0.94288886486582224,0.29198192368309606,0.70801807631690394]
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[null,"Obs1533",1,"LOW","LOW",0.11856381487122875,0.8814361851287692,0.31802296865334262,0.68197703134665744]
[null,"Obs1538",1,"LOW","LOW",4.7610118836051984E-2,0.95238988116394685,0.28806924600020234,0.71193075399979766]
[null,"Obs1540",1,"LOW","LOW",2.7516066285751928E-2,0.9724839337142489,0.2798979496369623,0.72010205036303776]
[null,"Obs1547",1,"LOW","LOW",0.13548242296089114,0.86451757703910725,0.32540649191368071,0.67459350808631935]
[null,"Obs1556",1,"LOW","LOW",3.5014305145474822E-2,0.96498569485452323,0.28293051895085125,0.71706948104914869]
[null,"Obs1560",1,"LOW","LOW",1.6771666818489572E-2,0.98322833318150848,0.27558732683995074,0.7244126731600492]
[null,"Obs1561",1,"LOW","LOW",0.17567399116510968,0.82432600883488638,0.34329336632254248,0.65670663367745752]
[null,"Obs1564",1,"LOW","LOW",-1.3638780693459973E-2,1.0136387806934617,0.26361224599663091,0.73638775400336909]
[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",510,5,515,0.99029126213592233]
[null,"LOW",7,572,579,0.98791018998272884]
[null,"Total",517,577,1094,0.98903107861060324]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99895702332443581]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",217,6,223,0.97309417040358748]
[null,"LOW",2,245,247,0.9919028340080972]
[null,"Total",219,251,470,0.98297872340425529]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
[491,3.0282686700935817,-0.99358570632947618,0.11308158195637352,491,3.0282686700935817,-0.7025711906355987,7.9960753428654108E-2]
[492,3.0408602238153848,-0.99493077743107128,0.10056216047999419,492,3.0408602238153848,-0.70352229953271461,7.1108185606173782E-2]
[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA","index":100,"n_rows":10224,"n_cols":253,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 08:47:30"]
[null,"Y / Dependent variables: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"X / Qualitative: Workbook = HCN-Categorical-8nm.xlsm / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35708108208409534,4.7151031288516727E-2]
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[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37366492248628846,5.6194750245837533E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37419843930530233,6.270295905291548E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.367636005027422,7.0932511870881884E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.6985884,0.36060181014625231,7.9085525012619812E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.709291,0.35569065109689235,8.5489374545528837E-2]
[null,"459.5",1094,0,1094,0.240037,0.71422850000000004,0.34931615959780649,8.9361150978088388E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.71342430000000001,0.34183261882998239,9.1160633343952496E-2]
[null,"476.5",1094,0,1094,0.2263259,0.70903499999999997,0.33493622842778797,9.1805089934139078E-2]
[null,"485",1094,0,1094,0.21945029999999999,0.69722139999999999,0.32485065228519222,9.0752102309889227E-2]
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[null,"502",1094,0,1094,0.18977859999999999,0.63436619999999999,0.28277594332723949,7.8529836213264176E-2]
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[null,"1913",1094,0,1094,1.6189625000000001,2.1481306999999998,1.8189901358318099,8.0381053986813333E-2]
[null,"1921.5",1094,0,1094,1.6346734000000001,2.1559681999999998,1.835808021389397,8.2516744722948038E-2]
[null,"1930",1094,0,1094,1.6372139000000001,2.1557301999999998,1.8376176465265073,8.2507823553237908E-2]
[null,"1938.5",1094,0,1094,1.6299722000000001,2.1497771999999999,1.8276671402193809,8.0764481581779596E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",498,1,499,0.99799599198396793]
[null,"LOW",0,595,595,1]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1.0000000000000009]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[null,"LOW",0,231,231,1]
[null,"Total",239,231,470,1]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"SVM","index":106,"n_rows":3739,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/18/2023 at 15:40:14 / End time: 05/18/2023 at 15:50:30 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = HCN-Categorical-8nm.step (version 2).xlsb / Sheet = Sheet1 / Range = 'Sheet1'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = HCN-Categorical-8nm.step (version 2).xlsb / Sheet = Sheet1 / Range = 'Sheet1'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 4660346"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.27078530000000001,0.54008089999999997,0.35532893519195569,4.4299129850358547E-2]
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[null,"417",1094,0,1094,0.28429500000000002,0.59869660000000002,0.37144612330895832,5.3122777830289458E-2]
[null,"425.5",1094,0,1094,0.28235169999999998,0.62555919999999998,0.37160157623400375,5.9473088072425601E-2]
[null,"434",1094,0,1094,0.26949630000000002,0.65052920000000003,0.36458253811700164,6.7530596854737432E-2]
[null,"442.5",1094,0,1094,0.25665670000000002,0.67353609999999997,0.35717195923217593,7.5617389629130935E-2]
[null,"451",1094,0,1094,0.24771509999999999,0.69263889999999995,0.35199439753199241,8.1997059165586542E-2]
[null,"459.5",1094,0,1094,0.240037,0.70163390000000003,0.34545336773308977,8.5829217675469305E-2]
[null,"468",1094,0,1094,0.23260990000000001,0.70114929999999998,0.33791884332723915,8.7627496518331169E-2]
[null,"476.5",1094,0,1094,0.2263259,0.69694590000000001,0.33106393765996317,8.8335189768084244E-2]
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[null,"502",1094,0,1094,0.18977859999999999,0.60445079999999995,0.27956989195612397,7.5276957303998637E-2]
[null,"510.5",1094,0,1094,0.17503170000000001,0.53830339999999999,0.2536641738574047,6.4672270920122871E-2]
[null,"519",1094,0,1094,0.1629765,0.47252490000000003,0.23198583034734907,5.3664770606590279E-2]
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[null,"536",1094,0,1094,0.14554990000000001,0.37712649999999998,0.20641897897623415,3.5935247370892077E-2]
[null,"544.5",1094,0,1094,0.14053450000000001,0.34279009999999999,0.19858777074954287,2.9241055137149512E-2]
[null,"553",1094,0,1094,0.13730729999999999,0.3360284,0.19215047157221204,2.4155050866364901E-2]
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[null,"578.5",1094,0,1094,0.1228098,0.31151240000000002,0.17093651279707481,1.8707233074678833E-2]
[null,"587",1094,0,1094,0.1189992,0.30424509999999999,0.16544991343692866,1.8219671847402655E-2]
[null,"595.5",1094,0,1094,0.1159259,0.29756529999999998,0.1609334879341863,1.7897723502972029E-2]
[null,"604",1094,0,1094,0.11300880000000001,0.29061480000000001,0.1563626914990861,1.7669964742176053E-2]
[null,"612.5",1094,0,1094,0.11003830000000001,0.28339120000000001,0.15174335639853748,1.7520908353621995E-2]
[null,"621",1094,0,1094,0.1074939,0.27696759999999998,0.14838044213893969,1.7376134489537825E-2]
[null,"629.5",1094,0,1094,0.1054302,0.27128340000000001,0.14613235219378445,1.7195027222770852E-2]
[null,"638",1094,0,1094,0.1038917,0.26595390000000002,0.14440411846435103,1.699323366205285E-2]
[null,"646.5",1094,0,1094,0.1026084,0.26087009999999999,0.1428770696526506,1.6790474527791359E-2]
[null,"655",1094,0,1094,0.10156469999999999,0.25611070000000002,0.1415448293418646,1.6600291143419797E-2]
[null,"663.5",1094,0,1094,0.10057729999999999,0.25150359999999999,0.14027406124314448,1.6429009533262273E-2]
[null,"672",1094,0,1094,9.9602700000000002E-2,0.24700349999999999,0.13901054460694717,1.6281217030206536E-2]
[null,"680.5",1094,0,1094,9.8874100000000006E-2,0.24270520000000001,0.13793232010968931,1.6147149067957871E-2]
[null,"689",1094,0,1094,9.8572099999999996E-2,0.24129929999999999,0.13722137404021933,1.601451968693313E-2]
[null,"697.5",1094,0,1094,9.8797599999999999E-2,0.24112259999999999,0.13701192925045705,1.5877727470181315E-2]
[null,"706",1094,0,1094,9.9612800000000001E-2,0.24137130000000001,0.13743507047531958,1.5731882147449458E-2]
[null,"714.5",1094,0,1094,0.1013612,0.24226619999999999,0.13879586343692876,1.556948998665806E-2]
[null,"723",1094,0,1094,0.10427889999999999,0.24405930000000001,0.14141163528336376,1.5392849277272384E-2]
[null,"731.5",1094,0,1094,0.1081085,0.24647939999999999,0.14491280393053005,1.5213677246371854E-2]
[null,"740",1094,0,1094,0.11057160000000001,0.24785489999999999,0.14716343583181005,1.5045684132126711E-2]
[null,"748.5",1094,0,1094,0.11132450000000001,0.24808659999999999,0.14783378363802566,1.4905344194604528E-2]
[null,"757",1094,0,1094,0.11119950000000001,0.24800630000000001,0.14769447632541119,1.4809870879404254E-2]
[null,"765.5",1094,0,1094,0.1104328,0.24748210000000001,0.1469387502742229,1.4752941520597473E-2]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[]
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{"sheet":"Log(Binary)","index":108,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/03/2023 at 17:01:41 / End time: 05/03/2023 at 17:12:30 / Microsoft Excel 16.016227"]
[null,"Response variable(s): Workbook = Book5 / Sheet = Sheet1 / Range = Sheet1!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = Book5 / Sheet = Sheet1 / Range = Sheet1!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 4670822"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"400",1094,0,1094,0.26819520000000002,0.59537969999999996,0.35521426188299815,4.6319930591879388E-2]
[null,"408.5",1094,0,1094,0.27200639999999998,0.62383,0.36417560822669104,5.0424118447323259E-2]
[null,"417",1094,0,1094,0.27521259999999997,0.64755589999999996,0.37157058171846469,5.4957839711060705E-2]
[null,"425.5",1094,0,1094,0.27375880000000002,0.66782149999999996,0.37187468363802545,6.1316527144696618E-2]
[null,"434",1094,0,1094,0.26718399999999998,0.68508599999999997,0.364999472486289,6.9423914434955061E-2]
[null,"442.5",1094,0,1094,0.25620720000000002,0.6985884,0.35767988062157186,7.7469484778176001E-2]
[null,"451",1094,0,1094,0.2468883,0.709291,0.35254433162705656,8.3787636296278348E-2]
[null,"459.5",1094,0,1094,0.2384426,0.71422850000000004,0.34602764780621603,8.7605225369292383E-2]
[null,"468",1094,0,1094,0.23064229999999999,0.71342430000000001,0.33852286599634285,8.9379631163717804E-2]
[null,"476.5",1094,0,1094,0.22439480000000001,0.70903499999999997,0.33168798053016391,9.0008121339481759E-2]
[null,"485",1094,0,1094,0.2166235,0.69722139999999999,0.32170040932358285,8.8949481888209364E-2]
[null,"493.5",1094,0,1094,0.20438339999999999,0.67219700000000004,0.30425059817184635,8.4778819730280328E-2]
[null,"502",1094,0,1094,0.18842700000000001,0.63436619999999999,0.28008824067641624,7.6836827191767432E-2]
[null,"510.5",1094,0,1094,0.17291619999999999,0.58897330000000003,0.25407273857404,6.6159010373648075E-2]
[null,"519",1094,0,1094,0.15926580000000001,0.54249389999999997,0.23222906197440565,5.4943204824536032E-2]
[null,"527.5",1094,0,1094,0.1487832,0.49784279999999997,0.21690141078610606,4.4951670224607443E-2]
[null,"536",1094,0,1094,0.1427059,0.4541965,0.20636099716636197,3.6667288398084565E-2]
[null,"544.5",1094,0,1094,0.13871420000000001,0.41006559999999997,0.19844439232175506,2.9745960673455286E-2]
[null,"553",1094,0,1094,0.13579479999999999,0.368448,0.19196527084095064,2.4466789414622634E-2]
[null,"561.5",1094,0,1094,0.13206490000000001,0.33418680000000001,0.18513101800731263,2.1239176624612086E-2]
[null,"570",1094,0,1094,0.12684129999999999,0.31969570000000003,0.17748816663619726,1.9548613021805761E-2]
[null,"578.5",1094,0,1094,0.12206160000000001,0.31151240000000002,0.17073150127970771,1.8652839666941375E-2]
[null,"587",1094,0,1094,0.1182256,0.30424509999999999,0.16525459433272399,1.8126927340640715E-2]
[null,"595.5",1094,0,1094,0.1150062,0.29756529999999998,0.16074873811700183,1.7784791595642075E-2]
[null,"604",1094,0,1094,0.1117904,0.29061480000000001,0.15619367330895784,1.754859865561325E-2]
[null,"612.5",1094,0,1094,0.1085344,0.28339120000000001,0.1515943697440586,1.7396587063638974E-2]
[null,"621",1094,0,1094,0.1060473,0.27696759999999998,0.14824476663619734,1.7248775222109158E-2]
[null,"629.5",1094,0,1094,0.1042478,0.27128340000000001,0.14600285255941506,1.7064863525031431E-2]
[null,"638",1094,0,1094,0.1027983,0.26595390000000002,0.14427871517367491,1.6863679024928677E-2]
[null,"646.5",1094,0,1094,0.1014828,0.26087009999999999,0.1427566258683732,1.6665804302103456E-2]
[null,"655",1094,0,1094,0.1003462,0.25611070000000002,0.14142863308957962,1.6483306104638041E-2]
[null,"663.5",1094,0,1094,9.92643E-2,0.25150359999999999,0.14016131398537465,1.6320433483513443E-2]
[null,"672",1094,0,1094,9.8213499999999995E-2,0.24700349999999999,0.13889988327239491,1.6179046740326733E-2]
[null,"680.5",1094,0,1094,9.7369200000000003E-2,0.24270520000000001,0.13782080365630714,1.6047571710376508E-2]
[null,"689",1094,0,1094,9.6899899999999997E-2,0.23872879999999999,0.13710854213893989,1.5918530978677944E-2]
[null,"697.5",1094,0,1094,9.6923200000000001E-2,0.2351558,0.13690134332723944,1.5791613000249515E-2]
[null,"706",1094,0,1094,9.76133E-2,0.23203550000000001,0.13733040493601484,1.566079452374974E-2]
[null,"714.5",1094,0,1094,9.9323300000000003E-2,0.22954669999999999,0.13870182522851893,1.5518639664962421E-2]
[null,"723",1094,0,1094,0.1023831,0.2278973,0.14133479012797071,1.5369509848840567E-2]
[null,"731.5",1094,0,1094,0.1063345,0.2268635,0.14485541252285203,1.522112732081762E-2]
[null,"740",1094,0,1094,0.1088097,0.22506119999999999,0.14711157623400392,1.5067370867703078E-2]
[null,"748.5",1094,0,1094,0.1095291,0.2222518,0.14777646133455202,1.4925271450147272E-2]
[null,"757",1094,0,1094,0.1093928,0.21902150000000001,0.14763373829981721,1.4824598864797787E-2]
[null,"765.5",1094,0,1094,0.1086549,0.21561710000000001,0.1468801167276052,1.4764080766378961E-2]
[null,"774",1094,0,1094,0.1075199,0.21199080000000001,0.14574533226691058,1.471435422890327E-2]
[null,"782.5",1094,0,1094,0.1062671,0.2090699,0.144482578427788,1.4667134326213631E-2]
[null,"791",1094,0,1094,0.10504479999999999,0.20749719999999999,0.14320896179159046,1.4615490374249607E-2]
[null,"799.5",1094,0,1094,0.1042116,0.2062754,0.14224180402193795,1.4563922252090106E-2]
[null,"808",1094,0,1094,0.10429769999999999,0.20608299999999999,0.14212599936014644,1.4509781283696973E-2]
[null,"816.5",1094,0,1094,0.1059745,0.2079628,0.14350898957952493,1.4467506177889359E-2]
[null,"825",1094,0,1094,0.10980479999999999,0.2132706,0.1469289880255944,1.4452688086514174E-2]
[null,"833.5",1094,0,1094,0.1134211,0.21947140000000001,0.15028937504570369,1.444001684651881E-2]
[null,"842",1094,0,1094,0.1151182,0.22253800000000001,0.15196844341864704,1.4421793108306605E-2]
[null,"850.5",1094,0,1094,0.1162323,0.2246698,0.15313328153564912,1.4408428981709862E-2]
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[]
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[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
[null,"434",1,0.14075100386038364,0.70753555142618552,0.14082025117591002,0.70746692954170642]
[null,"612.5",1,0.78603924526010371,0.37530046419607321,0.78533464257429841,0.37551456576938469]
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[null,"Obs1454","LOW","LOW",3.1394065000990963E-2,0.96860593499900904]
[null,"Obs1479","LOW","LOW",3.0719083442727454E-8,0.9999999692809165]
[null,"Obs1526","LOW","LOW",3.0719083442727454E-8,0.9999999692809165]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.9658755994962881]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",168,48,216,0.77777777777777779]
[null,"LOW",71,183,254,0.72047244094488194]
[null,"Total",239,231,470,0.7468085106382979]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83112787984835235]

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